{"schemaVersion":"hugging-bay.ranking.v1","generatedAt":"2026-10-21T09:03:50.052Z","slug":"rag-embeddings","title":"RAG Embeddings","description":"Embedding models and retrieval artifacts tuned for RAG, semantic search, memory, and agent knowledge bases.","webUrl":"https://huggingbay.xyz/rankings/rag-embeddings","rows":[{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-dragonkue-bge-m3-ko","owner":"dragonkue","name":"BGE-m3-ko","repo":"dragonkue/BGE-m3-ko","type":"embedding","summary":"Model from Hugging Face for sentence similarity: dragonkue/BGE-m3-ko · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2288184851,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"dragonkue","sourceUrl":"https://huggingface.co/dragonkue/BGE-m3-ko","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","xlm-roberta","sentence-similarity","feature-extraction","generated_from_trainer","ko","en","arxiv:2212.03533","arxiv:1908.10084","arxiv:2402.03216","base_model:baai/bge-m3","base_model:finetune:baai/bge-m3","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","cosine_accuracy@1"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10"],"datasets":[],"paperIds":["2212.03533","1908.10084","2402.03216"],"repoType":"model","baseModel":"","languages":["ko","en"],"sourceUrl":"https://huggingface.co/dragonkue/BGE-m3-ko","evalResults":[{"task":"Information Retrieval","score":"0.6103286384976526","metric":"Cosine Accuracy@1","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.8169014084507042","metric":"Cosine Accuracy@3","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.8732394366197183","metric":"Cosine Accuracy@5","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.92018779342723","metric":"Cosine Accuracy@10","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.6103286384976526","metric":"Cosine Precision@1","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.378716744913928","metric":"Cosine Precision@3","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.27605633802816903","metric":"Cosine Precision@5","verified":false,"benchmark":"miracl"},{"task":"Information Retrieval","score":"0.17276995305164322","metric":"Cosine Precision@10","verified":false,"benchmark":"miracl"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model ko en cosine_accuracy@1 cosine_accuracy@3 cosine_accuracy@5 cosine_accuracy@10 cosine_precision@1 cosine_precision@3 cosine_precision@5 cosine_precision@10 cosine_recall@1 cosine_recall@3 cosine_recall@5 cosine_recall@10 sentencetransformer safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","ko","en","cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10","sentencetransformer","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":297},{"lfs":false,"path":"README.md","sizeBytes":31844},{"lfs":false,"path":"config.json","sizeBytes":698},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":201},{"lfs":true,"path":"model.safetensors","sizeBytes":2271064456},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":54},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":964},{"lfs":true,"path":"tokenizer.json","sizeBytes":17083053},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1365}],"modelIndexNames":["SentenceTransformer"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":2288184851,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2288184851,"defaultDownloadBytes":2271064456,"mirrorCount":1,"downloadCount":718307,"stars":77,"citations":0,"updatedAt":"2026-08-27T23:50:39.698Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"dragonkue/BGE-m3-ko","private":false,"repoUrl":"https://huggingface.co/dragonkue/BGE-m3-ko","disabled":false,"provider":"huggingface","repoType":"model","revision":"7074d66aa46562342193ca4feb3d89bf9dad71b4","fetchedAt":"2026-07-29T22:22:04.270Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-27T23:50:39.698Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":10,"publicDownloadableFileCount":null,"externalFileCount":10,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2288184851,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":718307,"upstreamStars":77,"label":"718K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"dragonkue/BGE-m3-ko"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: dragonkue/BGE-m3-ko","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-dragonkue-bge-m3-ko/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":470.57,"semanticReasons":["identity:rag","summary:rag","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:rag"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"dragonkue/BGE-m3-ko"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-dragonkue-bge-m3-ko","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dragonkue-bge-m3-ko/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-qwen-qwen3-embedding-0-6b","owner":"Qwen","name":"Qwen3-Embedding-0.6B","repo":"Qwen/Qwen3-Embedding-0.6B","type":"embedding","summary":"Model from Hugging Face for feature extraction: Qwen/Qwen3-Embedding-0.6B · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"low","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1207489041,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-0.6B","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen3","text-generation","transformers","sentence-similarity","feature-extraction","text-embeddings-inference","arxiv:2506.05176","base_model:qwen/qwen3-0.6b-base","base_model:finetune:qwen/qwen3-0.6b-base","license:apache-2.0","endpoints_compatible","region:us","deploy:sagemaker","deploy:azure","embedding"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2506.05176"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-0.6B","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["base_model","license","tags"],"semanticText":"feature-extraction sentence-transformers embedding model safetensors transformers sentence-similarity text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","safetensors","transformers","sentence-similarity","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1207489041,"sizeKnown":true,"sizeLabel":"1.1 GB","sizeReason":"","declaredSizeBytes":1207489041,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":10189053,"stars":1303,"citations":0,"updatedAt":"2026-04-20T02:45:58.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-97b0c61","upstream":{"gated":false,"repoId":"Qwen/Qwen3-Embedding-0.6B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-0.6B","disabled":false,"provider":"huggingface","repoType":"model","revision":"97b0c614be4d77ee51c0cef4e5f07c00f9eb65b3","fetchedAt":"2026-10-21T03:29:33.158Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T06:55:02.621Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-12T19:48:43.584Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":12,"publicDownloadableFileCount":null,"externalFileCount":12,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1207489041,"label":"1.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":10189053,"upstreamStars":1303,"label":"10M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-Embedding-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-Embedding-0.6B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-embedding-0-6b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":313,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":null},{"path":"README.md","sizeBytes":17237,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"config.json","sizeBytes":727,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":null},{"path":"config_sentence_transformers.json","sizeBytes":215,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":null}],"semanticScore":467.8,"semanticReasons":["identity:embedding","summary:embedding","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:generation","tags:embedding","tags:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qwen/Qwen3-Embedding-0.6B"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-embedding-0-6b","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-0-6b/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-jinaai-jina-embeddings-v2-small-en","owner":"jinaai","name":"jina-embeddings-v2-small-en","repo":"jinaai/jina-embeddings-v2-small-en","type":"embedding","summary":"Model from Hugging Face for feature extraction: jinaai/jina-embeddings-v2-small-en · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"jinaai","sourceUrl":"https://huggingface.co/jinaai/jina-embeddings-v2-small-en","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","coreml","onnx","safetensors","bert","feature-extraction","sentence-similarity","mteb","custom_code","en","dataset:jinaai/negation-dataset","arxiv:2108.12409","arxiv:2310.19923","license:apache-2.0","model-index","text-embeddings-inference","region:us","deploy:azure","embedding"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","mlmodel","bin","onnx","safetensors","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["jinaai/negation-dataset"],"paperIds":["2108.12409","2310.19923"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/jinaai/jina-embeddings-v2-small-en","evalResults":[{"task":"Classification","score":"71.35820895522387","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"33.99931933598115","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"65.3853685535555","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"82.90140000000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"78.01434597815617","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"82.83357802722676","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"40.88999999999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"39.209432767163456","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"23.257","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"37.946000000000005","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.17","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.181","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["datasets","inference","language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en jinaai/negation-dataset jina-embedding-s-en-v2 onnx safetensors sentence-similarity text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","jinaai/negation-dataset","jina-embedding-s-en-v2","onnx","safetensors","sentence-similarity","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"coreml/float32_model.mlpackage/Data/com.apple.CoreML/model.mlmodel","sizeBytes":0},{"lfs":false,"path":"coreml/float32_model.mlpackage/Data/com.apple.CoreML/weights/weight.bin","sizeBytes":0},{"lfs":false,"path":"coreml/float32_model.mlpackage/Manifest.json","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"model-w-mean-pooling.onnx","sizeBytes":0},{"lfs":false,"path":"model.onnx","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["jina-embedding-s-en-v2"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1168607,"stars":155,"citations":0,"updatedAt":"2025-01-06T16:26:03.000Z","createdAt":"2026-06-29T22:20:07.741Z","version":"hf-main","upstream":{"gated":false,"repoId":"jinaai/jina-embeddings-v2-small-en","private":false,"repoUrl":"https://huggingface.co/jinaai/jina-embeddings-v2-small-en","disabled":false,"provider":"huggingface","repoType":"model","revision":"44e7d1d6caec8c883c2d4b207588504d519788d0","fetchedAt":"2026-10-21T03:31:07.313Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:29:24.757Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":19,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":19,"publicDownloadableFileCount":null,"externalFileCount":19,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1168607,"upstreamStars":155,"label":"1.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"jinaai/jina-embeddings-v2-small-en"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: jinaai/jina-embeddings-v2-small-en","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":19},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-jinaai-jina-embeddings-v2-small-en/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":466.3,"semanticReasons":["identity:embedding","summary:embedding","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"jinaai/jina-embeddings-v2-small-en"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-jinaai-jina-embeddings-v2-small-en","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v2-small-en/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-ibm-granite-granite-embedding-small-english-r2","owner":"ibm-granite","name":"granite-embedding-small-english-r2","repo":"ibm-granite/granite-embedding-small-english-r2","type":"embedding","summary":"Model from Hugging Face for feature extraction: ibm-granite/granite-embedding-small-english-r2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":194286691,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ibm-granite","sourceUrl":"https://huggingface.co/ibm-granite/granite-embedding-small-english-r2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","safetensors","modernbert","feature-extraction","granite","embeddings","transformers","mteb","en","arxiv:2508.21085","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us","embedding"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2508.21085"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/ibm-granite/granite-embedding-small-english-r2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","library_name","license","pipeline_tag","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en safetensors embeddings transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","safetensors","embeddings","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":191},{"lfs":false,"path":"README.md","sizeBytes":12373},{"lfs":false,"path":"config.json","sizeBytes":1315},{"lfs":true,"path":"model.safetensors","sizeBytes":95332048},{"lfs":false,"path":"modules.json","sizeBytes":230},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":95334202},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":55},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":694},{"lfs":false,"path":"tokenizer.json","sizeBytes":3583228},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":20836}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":194286691,"sizeKnown":true,"sizeLabel":"185.3 MB","sizeReason":"","declaredSizeBytes":194286691,"defaultDownloadBytes":190666250,"mirrorCount":1,"downloadCount":2099789,"stars":73,"citations":0,"updatedAt":"2026-07-26T02:06:40.178Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-main","upstream":{"gated":false,"repoId":"ibm-granite/granite-embedding-small-english-r2","private":false,"repoUrl":"https://huggingface.co/ibm-granite/granite-embedding-small-english-r2","disabled":false,"provider":"huggingface","repoType":"model","revision":"2ab6fa8ea2d674564defd37171ae19079b864b33","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-26T02:06:40.178Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":10,"publicDownloadableFileCount":null,"externalFileCount":10,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":194286691,"label":"185.3 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2099789,"upstreamStars":73,"label":"2.1M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"ibm-granite/granite-embedding-small-english-r2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: ibm-granite/granite-embedding-small-english-r2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-ibm-granite-granite-embedding-small-english-r2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":191,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":12373,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":460.3,"semanticReasons":["identity:embedding","summary:embedding","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ibm-granite/granite-embedding-small-english-r2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-ibm-granite-granite-embedding-small-english-r2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-embedding-small-english-r2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-all-minilm-l6-v2","owner":"sentence-transformers","name":"all-MiniLM-L6-v2","repo":"sentence-transformers/all-MiniLM-L6-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L6-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":976948716,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","rust","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":976948716,"sizeKnown":true,"sizeLabel":"931.7 MB","sizeReason":"","declaredSizeBytes":976948716,"defaultDownloadBytes":793712631,"mirrorCount":1,"downloadCount":244269090,"stars":5978,"citations":0,"updatedAt":"2026-06-01T06:29:13.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/all-MiniLM-L6-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"1110a243fdf4706b3f48f1d95db1a4f5529b4d41","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:00:06.970Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T06:31:32.490Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":17,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":17,"publicDownloadableFileCount":null,"externalFileCount":17,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":976948716,"label":"931.7 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":244269090,"upstreamStars":5978,"label":"244M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L6-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L6-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":17},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-minilm-l6-v2/mirrors"}},"sampleFiles":[],"semanticScore":445.5,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","tags:search","upstream:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/all-MiniLM-L6-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l6-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-all-minilm-l12-v2","owner":"sentence-transformers","name":"all-MiniLM-L12-v2","repo":"sentence-transformers/all-MiniLM-L12-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L12-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1304218314,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","rust","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5","dataset:snli"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1304218314,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1304218314,"defaultDownloadBytes":1168844099,"mirrorCount":1,"downloadCount":4587212,"stars":346,"citations":0,"updatedAt":"2026-03-31T16:05:12.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-mirror-a50ef00","upstream":{"gated":false,"repoId":"sentence-transformers/all-MiniLM-L12-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"a50ef00143b4d5391434df20ae11632588ac25be","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-06T19:29:52.809Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T18:51:56.312Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":27,"publicDownloadableFileCount":null,"externalFileCount":27,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1304218314,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4587212,"upstreamStars":346,"label":"4.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L12-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L12-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-minilm-l12-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":10514,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":116,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":445.5,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","tags:search","upstream:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/all-MiniLM-L12-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l12-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"licenseState":"unknown","licenseUnresolved":true,"licenseLabel":"License: unknown","licenseCategory":"no-license","id":"hf-model-nvidia-nemotron-3-embed-1b-bf16","owner":"nvidia","name":"Nemotron-3-Embed-1B-BF16","repo":"nvidia/Nemotron-3-Embed-1B-BF16","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nvidia/Nemotron-3-Embed-1B-BF16 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"tags","value":"text-embeddings"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["license-not-recorded","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":null,"status":"unknown"},"lineage":[],"parameters":null,"size":{"bytes":2299031636,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nvidia","license":"unknown","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","other","sentence-transformers","safetensors","ministral3","feature-extraction","text","text-embeddings","retrieval","semantic-search","transformers","rag","vllm","sentence-similarity","multilingual","en","ar","as","bn","bg","zh","da"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"other","metrics":[],"datasets":[],"paperIds":["2407.14679","2502.13595"],"repoType":"model","baseModel":"","languages":["multilingual","en","ar","as","bn","bg","zh","da","nl","fi","fr","de"],"evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","license_link","license_name","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual en ar as bn bg zh da nl fi fr de safetensors text-embeddings retrieval transformers rag base_model:mistralai/ministral-3-3b-instruct-2512 base_model:finetune:mistralai/ministral-3-3b-instruct-2512","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","en","ar","as","bn","bg","zh","da","nl","fi","fr","de","safetensors","text-embeddings","retrieval","transformers","rag","base_model:mistralai/ministral-3-3b-instruct-2512","base_model:finetune:mistralai/ministral-3-3b-instruct-2512"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":298},{"lfs":false,"path":"CONTRIBUTING.md","sizeBytes":2511},{"lfs":false,"path":"LICENSE","sizeBytes":2796},{"lfs":false,"path":"NOTICE","sizeBytes":1381},{"lfs":false,"path":"README.md","sizeBytes":36297},{"lfs":false,"path":"THIRD_PARTY_NOTICES.md","sizeBytes":24774},{"lfs":false,"path":"config.json","sizeBytes":1117},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":261},{"lfs":true,"path":"model.safetensors","sizeBytes":2281852472},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":8936},{"lfs":false,"path":"modules.json","sizeBytes":350},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":56},{"lfs":true,"path":"tokenizer.json","sizeBytes":17077678},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":21139}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":2299031636,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2299031636,"defaultDownloadBytes":2281852472,"mirrorCount":1,"downloadCount":665940,"stars":151,"citations":0,"updatedAt":"2026-09-18T05:28:28.379Z","createdAt":"2026-09-18T05:25:54.671Z","version":"hf-main","upstream":{"gated":false,"repoId":"nvidia/Nemotron-3-Embed-1B-BF16","private":false,"disabled":false,"provider":"huggingface","repoType":"model","revision":"c0c9fea93ea424587517f2c59e20db9f1d6bf615","fetchedAt":"2026-09-18T05:25:54.664Z","importMode":"external-catalog","licenseRaw":"License: unknown","licenseDeclared":"other","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-09-18T05:28:28.379Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":15,"publicDownloadableFileCount":null,"externalFileCount":15,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2299031636,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":665940,"upstreamStars":151,"label":"666K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"License: unknown"},{"id":"provenance","label":"Provenance","status":"fail","detail":"nvidia/Nemotron-3-Embed-1B-BF16"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["Scan: passed"],"gaps":["License: unknown","Provenance: nvidia/Nemotron-3-Embed-1B-BF16","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":15},"action":{"id":"review","label":"Inspect missing evidence","href":"/artifact/hf-model-nvidia-nemotron-3-embed-1b-bf16/overview"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":298,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"CONTRIBUTING.md","sizeBytes":2511,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":439.97,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:rag","tags:retrieval","tags:sentence","tags:semantic","tags:search"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nvidia/Nemotron-3-Embed-1B-BF16"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-nvidia-nemotron-3-embed-1b-bf16","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nvidia-nemotron-3-embed-1b-bf16/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-all-mpnet-base-v2","owner":"sentence-transformers","name":"all-mpnet-base-v2","repo":"sentence-transformers/all-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-mpnet-base-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":3824846935,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","openvino","mpnet","fill-mask","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers text-embeddings-inference dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","text-embeddings-inference","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":3824846935,"sizeKnown":true,"sizeLabel":"3.6 GB","sizeReason":"","declaredSizeBytes":3824846935,"defaultDownloadBytes":3822907620,"mirrorCount":1,"downloadCount":33094839,"stars":1392,"citations":0,"updatedAt":"2025-08-19T10:14:25.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-mirror-e8c3b32","upstream":{"gated":false,"repoId":"sentence-transformers/all-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"e8c3b32edf5434bc2275fc9bab85f82640a19130","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:04.775Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T17:04:37.049Z","mirroredBy":"mirror-batch-worker","totalFiles":28,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":28,"publicDownloadableFileCount":null,"externalFileCount":28,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3824846935,"label":"3.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":33094839,"upstreamStars":1392,"label":"33M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":28},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-mpnet-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":11612,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":439.5,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","tags:search","upstream:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/all-mpnet-base-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-mpnet-base-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-all-distilroberta-v1","owner":"sentence-transformers","name":"all-distilroberta-v1","repo":"sentence-transformers/all-distilroberta-v1","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-distilroberta-v1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":3193582618,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-distilroberta-v1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","rust","onnx","safetensors","openvino","roberta","fill-mask","feature-extraction","sentence-similarity","transformers","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-distilroberta-v1","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":3193582618,"sizeKnown":true,"sizeLabel":"3.0 GB","sizeReason":"","declaredSizeBytes":3193582618,"defaultDownloadBytes":2861832564,"mirrorCount":1,"downloadCount":2469992,"stars":51,"citations":0,"updatedAt":"2025-03-06T13:35:55.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/all-distilroberta-v1","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-distilroberta-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"842eaed40bee4d61673a81c92d5689a8fed7a09f","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-27T01:42:48.648Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3193582618,"label":"3.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2469992,"upstreamStars":51,"label":"2.5M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-distilroberta-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-distilroberta-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-distilroberta-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":791,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":10132,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":116,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":439.5,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","tags:search","upstream:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/all-distilroberta-v1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-distilroberta-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-distilroberta-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-paraphrase-minilm-l6-v2","owner":"sentence-transformers","name":"paraphrase-MiniLM-L6-v2","repo":"sentence-transformers/paraphrase-MiniLM-L6-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-MiniLM-L6-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":886007582,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","arxiv:1908.10084","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":886007582,"sizeKnown":true,"sizeLabel":"845.0 MB","sizeReason":"","declaredSizeBytes":886007582,"defaultDownloadBytes":793718836,"mirrorCount":1,"downloadCount":3153790,"stars":150,"citations":0,"updatedAt":"2025-03-06T13:26:35.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-MiniLM-L6-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"c9a2bfebc254878aee8c3aca9e6844d5bbb102d1","fetchedAt":"2026-09-11T03:29:11.271Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-27T21:23:15.256Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":27,"publicDownloadableFileCount":null,"externalFileCount":27,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":886007582,"label":"845.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3153790,"upstreamStars":150,"label":"3.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-MiniLM-L6-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-MiniLM-L6-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-minilm-l6-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":433.6,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:sentence","modelCard:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-MiniLM-L6-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-minilm-l6-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-minilm-l6-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-paraphrase-minilm-l3-v2","owner":"sentence-transformers","name":"paraphrase-MiniLM-L3-v2","repo":"sentence-transformers/paraphrase-MiniLM-L3-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-MiniLM-L3-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":676822472,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:s2orc","dataset:ms_marco","dataset:wiki_atomic_edits","dataset:snli","dataset:multi_nli","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/coco_captions"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["flax-sentence-embeddings/stackexchange_xml","s2orc","ms_marco","wiki_atomic_edits","snli","multi_nli","embedding-data/altlex","embedding-data/simple-wiki","embedding-data/flickr30k-captions","embedding-data/coco_captions","embedding-data/sentence-compression","embedding-data/qqp"],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":[],"semanticText":"sentence-similarity sentence-transformers embedding model flax-sentence-embeddings/stackexchange_xml s2orc ms_marco wiki_atomic_edits snli multi_nli embedding-data/altlex embedding-data/simple-wiki embedding-data/flickr30k-captions embedding-data/coco_captions embedding-data/sentence-compression embedding-data/qqp onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/flickr30k-captions dataset:embedding-data/coco_captions dataset:embedding-data/sentence-compression dataset:embedding-data/qqp text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","flax-sentence-embeddings/stackexchange_xml","s2orc","ms_marco","wiki_atomic_edits","snli","multi_nli","embedding-data/altlex","embedding-data/simple-wiki","embedding-data/flickr30k-captions","embedding-data/coco_captions","embedding-data/sentence-compression","embedding-data/qqp","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/coco_captions","dataset:embedding-data/sentence-compression","dataset:embedding-data/qqp","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":676822472,"sizeKnown":true,"sizeLabel":"645.5 MB","sizeReason":"","declaredSizeBytes":676822472,"defaultDownloadBytes":606154632,"mirrorCount":1,"downloadCount":822865,"stars":30,"citations":0,"updatedAt":"2025-03-06T13:26:46.000Z","createdAt":"2026-06-29T19:35:20.389Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-MiniLM-L3-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"4ca70771034acceecb2e72475f72050fcdde4ddc","fetchedAt":"2026-08-11T03:29:09.136Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-29T23:54:00.332Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":27,"publicDownloadableFileCount":null,"externalFileCount":27,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":676822472,"label":"645.5 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":822865,"upstreamStars":30,"label":"823K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-MiniLM-L3-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-MiniLM-L3-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-minilm-l3-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":433.35,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:sentence","modelCard:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-MiniLM-L3-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-minilm-l3-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-minilm-l3-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","owner":"sentence-transformers","name":"paraphrase-multilingual-mpnet-base-v2","repo":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-multilingual-mpnet-base-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":10851051682,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","xlm-roberta","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","multilingual","ar","bg","ca","cs","da","de","el","en"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa"],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","language_bcp47","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar bg ca cs da de el en es et fa onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":10851051682,"sizeKnown":true,"sizeLabel":"10.1 GB","sizeReason":"","declaredSizeBytes":10851051682,"defaultDownloadBytes":9723323694,"mirrorCount":1,"downloadCount":7567460,"stars":547,"citations":0,"updatedAt":"2025-08-19T10:29:38.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"4328cf26390c98c5e3c738b4460a05b95f4911f5","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-27T01:54:34.300Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":27,"publicDownloadableFileCount":null,"externalFileCount":27,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":10851051682,"label":"10.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":7567460,"upstreamStars":547,"label":"7.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-multilingual-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":5122,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":122,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":427.6,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:sentence","modelCard:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-paraphrase-mpnet-base-v2","owner":"sentence-transformers","name":"paraphrase-mpnet-base-v2","repo":"sentence-transformers/paraphrase-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-mpnet-base-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4262999691,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","mpnet","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","arxiv:1908.10084","doi:10.57967/hf/2004","license:apache-2.0","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":4262999691,"sizeKnown":true,"sizeLabel":"4.0 GB","sizeReason":"","declaredSizeBytes":4262999691,"defaultDownloadBytes":3822918564,"mirrorCount":1,"downloadCount":1736028,"stars":58,"citations":0,"updatedAt":"2025-08-19T10:24:29.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"6cc9279c672dc57f94445ef259b28a1b736fec8f","fetchedAt":"2026-10-20T03:29:40.597Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-30T01:32:44.966Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":27,"publicDownloadableFileCount":null,"externalFileCount":27,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4262999691,"label":"4.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1736028,"upstreamStars":58,"label":"1.7M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-mpnet-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":427.6,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:sentence","modelCard:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-mpnet-base-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-mpnet-base-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-mpnet-base-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-all-roberta-large-v1","owner":"sentence-transformers","name":"all-roberta-large-v1","repo":"sentence-transformers/all-roberta-large-v1","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-roberta-large-v1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":12430426966,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-roberta-large-v1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","openvino","roberta","fill-mask","feature-extraction","sentence-similarity","transformers","en","arxiv:1904.06472","arxiv:2102.07033","arxiv:2104.08727","arxiv:1704.05179","arxiv:1810.09305","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-roberta-large-v1","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":791},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":191},{"lfs":false,"path":"README.md","sizeBytes":9681},{"lfs":false,"path":"config.json","sizeBytes":650},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":116},{"lfs":false,"path":"data_config.json","sizeBytes":15679},{"lfs":false,"path":"merges.txt","sizeBytes":456356},{"lfs":true,"path":"model.safetensors","sizeBytes":1421488104},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":1417746460},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":1417537289},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":1417305414},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":1417305125},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":708696358},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":357347869},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":357347869},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":357347869},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":357569053},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":1417244820},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":798725},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":357056132},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":1417090},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1421566897},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":12430426966,"sizeKnown":true,"sizeLabel":"11.6 GB","sizeReason":"","declaredSizeBytes":12430426966,"defaultDownloadBytes":12425559259,"mirrorCount":1,"downloadCount":588703,"stars":66,"citations":0,"updatedAt":"2026-07-31T00:53:57.389Z","createdAt":"2026-06-29T19:35:20.389Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/all-roberta-large-v1","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-roberta-large-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"cf74d8acd4f198de950bf004b262e6accfed5d2c","fetchedAt":"2026-07-29T22:17:05.941Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T00:53:57.389Z","mirroredBy":"mirror-batch-worker","totalFiles":29,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":29,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":29,"publicDownloadableFileCount":null,"externalFileCount":29,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":12430426966,"label":"11.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":588703,"upstreamStars":66,"label":"589K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-roberta-large-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-roberta-large-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":29},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-roberta-large-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":791,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":426.91,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:sentence","modelCard:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/all-roberta-large-v1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-roberta-large-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-roberta-large-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-qwen-qwen3-embedding-8b","owner":"Qwen","name":"Qwen3-Embedding-8B","repo":"Qwen/Qwen3-Embedding-8B","type":"embedding","summary":"Model from Hugging Face: Qwen/Qwen3-Embedding-8B","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity","tag:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"tags","value":"sentence-similarity"},{"field":"task","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":15150575778,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-8B","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen3","text-generation","transformers","sentence-similarity","feature-extraction","text-embeddings-inference","arxiv:2506.05176","base_model:qwen/qwen3-8b-base","base_model:finetune:qwen/qwen3-8b-base","license:apache-2.0","endpoints_compatible","deploy:azure"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":15150575778,"sizeKnown":true,"sizeLabel":"14.1 GB","sizeReason":"","declaredSizeBytes":15150575778,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":2344451,"stars":730,"citations":0,"updatedAt":"2026-07-03T01:14:14.551Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-mirror-1d8ad4c","upstream":{"gated":false,"repoId":"Qwen/Qwen3-Embedding-8B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-8B","disabled":false,"provider":"huggingface","repoType":"model","revision":"1d8ad4ca9b3dd8059ad90a75d4983776a23d44af","fetchedAt":"2026-07-02T00:22:10.011Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","approvedAt":"2026-07-03T01:14:14.551Z","approvedBy":"configured-admin","mirroredAt":"2026-07-03T01:14:14.551Z","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":11,"publicDownloadableFileCount":null,"externalFileCount":11,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":15150575778,"label":"14.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2344451,"upstreamStars":730,"label":"2.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-Embedding-8B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-Embedding-8B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":11},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-embedding-8b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":11343,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":17253,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":215,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"model-00001-of-00004.safetensors","sizeBytes":4900037024,"format":"safetensors","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":417.7,"semanticReasons":["identity:embedding","summary:embedding","taxonomy:embedding","taxonomy:sentence","tags:generation","tags:embedding","tags:sentence","upstream:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qwen/Qwen3-Embedding-8B"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-embedding-8b","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-8b/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-paraphrase-multilingual-minilm-l12-v2","owner":"sentence-transformers","name":"paraphrase-multilingual-MiniLM-L12-v2","repo":"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4620943233,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","multilingual","ar","bg","ca","cs","da","de","el","en","es"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa"],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","language_bcp47","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar bg ca cs da de el en es et fa onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":4620943233,"sizeKnown":true,"sizeLabel":"4.3 GB","sizeReason":"","declaredSizeBytes":4620943233,"defaultDownloadBytes":4120015995,"mirrorCount":1,"downloadCount":49222516,"stars":1481,"citations":0,"updatedAt":"2026-01-28T10:02:26.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"e8f8c211226b894fcb81acc59f3b34ba3efd5f42","fetchedAt":"2026-10-21T03:29:19.878Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:02.677Z","approvedBy":"configured-admin","mirroredAt":"2026-08-27T22:23:40.454Z","mirroredBy":"mirror-batch-worker","totalFiles":28,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":28,"publicDownloadableFileCount":null,"externalFileCount":28,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4620943233,"label":"4.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":49222516,"upstreamStars":1481,"label":"49M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":28},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-multilingual-minilm-l12-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1022,"format":"gitattributes","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":414.4,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","upstream:sentence","modelCard:embedding","modelCard:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-minilm-l12-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-minilm-l12-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-qwen-qwen3-embedding-4b","owner":"Qwen","name":"Qwen3-Embedding-4B","repo":"Qwen/Qwen3-Embedding-4B","type":"embedding","summary":"Model from Hugging Face: Qwen/Qwen3-Embedding-4B","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity","tag:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"tags","value":"sentence-similarity"},{"field":"task","value":"feature-extraction"}],"caveats":["check-license-terms","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-4B","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen3","text-generation","transformers","sentence-similarity","feature-extraction","text-embeddings-inference","arxiv:2506.05176","base_model:qwen/qwen3-4b-base","base_model:finetune:qwen/qwen3-4b-base","license:apache-2.0","endpoints_compatible","region:us"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":2446340,"stars":291,"citations":0,"updatedAt":"2026-08-18T01:43:07.520Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qwen/Qwen3-Embedding-4B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-4B","disabled":false,"provider":"huggingface","repoType":"model","revision":"5cf2132abc99cad020ac570b19d031efec650f2b","fetchedAt":"2026-07-01T22:45:29.702Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-18T01:43:07.520Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":13,"publicDownloadableFileCount":null,"externalFileCount":13,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":2446340,"upstreamStars":291,"label":"2.4M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-Embedding-4B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-Embedding-4B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":13},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-embedding-4b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":0,"format":"md","risk":"low","downloadPolicy":"local","sourceKind":"external-hf"}],"semanticScore":410.2,"semanticReasons":["identity:embedding","summary:embedding","taxonomy:embedding","taxonomy:sentence","tags:generation","tags:embedding","tags:sentence","upstream:embedding"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qwen/Qwen3-Embedding-4B"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-embedding-4b","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-neuml-pubmedbert-base-embeddings","owner":"NeuML","name":"pubmedbert-base-embeddings","repo":"NeuML/pubmedbert-base-embeddings","type":"embedding","summary":"Model from Hugging Face: NeuML/pubmedbert-base-embeddings","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"NeuML","sourceUrl":"https://huggingface.co/NeuML/pubmedbert-base-embeddings","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","safetensors","bert","feature-extraction","sentence-similarity","transformers","en","base_model:microsoft/biomednlp-biomedbert-base-uncased-abstract-fulltext","base_model:finetune:microsoft/biomednlp-biomedbert-base-uncased-abstract-fulltext","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","bin","csv","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":794016,"stars":190,"citations":0,"updatedAt":"2026-07-31T02:20:17.449Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"NeuML/pubmedbert-base-embeddings","private":false,"repoUrl":"https://huggingface.co/NeuML/pubmedbert-base-embeddings","disabled":false,"provider":"huggingface","repoType":"model","revision":"b79526d6ef3645e0df4530322e266f24c829f5ef","fetchedAt":"2026-06-30T01:51:54.650Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:20:17.449Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":14,"publicDownloadableFileCount":null,"externalFileCount":14,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":794016,"upstreamStars":190,"label":"794K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"NeuML/pubmedbert-base-embeddings"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: NeuML/pubmedbert-base-embeddings","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-neuml-pubmedbert-base-embeddings/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":409.9,"semanticReasons":["identity:embedding","summary:embedding","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","upstream:embedding","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"NeuML/pubmedbert-base-embeddings"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-neuml-pubmedbert-base-embeddings","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-neuml-pubmedbert-base-embeddings/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-large-en-v1-5","owner":"BAAI","name":"bge-large-en-v1.5","repo":"BAAI/bge-large-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-large-en-v1.5 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4019210262,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","eval-results","text-embeddings-inference","endpoints_compatible"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","evalResults":[{"task":"Classification","score":"75.8507462686567","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.566457320228245","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.69386648043475","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.416675","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.1928861155922","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.39477019574215","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.175999999999995","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.80712792870253","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"40.184999999999995","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"55.654","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.25","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.255","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-large-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-large-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-large-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":4019210262,"sizeKnown":true,"sizeLabel":"3.7 GB","sizeReason":"","declaredSizeBytes":4019210262,"defaultDownloadBytes":4018169246,"mirrorCount":1,"downloadCount":14562000,"stars":772,"citations":0,"updatedAt":"2024-02-21T02:51:44.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-large-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"d4aa6901d3a41ba39fb536a557fa166f842b0e09","fetchedAt":"2026-10-21T03:29:28.856Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:17.708Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T18:47:58.881Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":14,"publicDownloadableFileCount":null,"externalFileCount":14,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4019210262,"label":"3.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":14562000,"upstreamStars":772,"label":"15M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-large-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-large-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-large-en-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":191,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":94607,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":124,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":406.6,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","files:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-large-en-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-large-en-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-base-en-v1-5","owner":"BAAI","name":"bge-base-en-v1.5","repo":"BAAI/bge-base-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-base-en-v1.5 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1312805365,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","evalResults":[{"task":"Classification","score":"76.14925373134328","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"39.32336517995478","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"70.16902252611425","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.386825","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.21276917991995","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.37741030006174","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.846000000000004","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"48.14646269778261","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"40.754000000000005","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"55.761","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.330999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.333999999999996","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-base-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-base-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-base-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1312805365,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1312805365,"defaultDownloadBytes":1311764408,"mirrorCount":1,"downloadCount":8277196,"stars":532,"citations":0,"updatedAt":"2024-02-21T03:00:19.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-a5beb1e","upstream":{"gated":false,"repoId":"BAAI/bge-base-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"a5beb1e3e68b9ab74eb54cfd186867f64f240e1a","fetchedAt":"2026-10-21T03:29:28.856Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T17:33:50.589Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T03:27:15.788Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":12,"publicDownloadableFileCount":null,"externalFileCount":12,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1312805365,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":8277196,"upstreamStars":532,"label":"8.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-base-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-base-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-base-en-v1-5/mirrors"}},"sampleFiles":[],"semanticScore":406.6,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","files:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-base-en-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-base-en-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-multilingual-e5-large","owner":"intfloat","name":"multilingual-e5-large","repo":"intfloat/multilingual-e5-large","type":"embedding","summary":"Model from Hugging Face for feature extraction: intfloat/multilingual-e5-large · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":9557699267,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-large","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","xlm-roberta","mteb","sentence transformers","sentence-similarity","feature-extraction","multilingual","af","am","ar","as","az","be","bg","bn","br"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["yaml","gitattributes","json","md","safetensors","onnx","onnx_data","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2108.08787","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-large","evalResults":[{"task":"Classification","score":"79.05970149253731","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"43.486574390835635","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.32700092140148","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.22055674518201","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"81.55756710830498","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"69.28271787752661","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"80.41979010494754","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"29.34879922376344","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"67.62475449011278","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"77.8372591006424","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"26.557560591210738","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"64.96619417368707","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca multilingual-e5-large onnx safetensors sentence transformers sentence-similarity text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","multilingual-e5-large","onnx","safetensors","sentence transformers","sentence-similarity","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".eval_results/ArguAna.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightLeetcodeRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQAQuestionsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQATheoremsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0}],"modelIndexNames":["multilingual-e5-large"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":9557699267,"sizeKnown":true,"sizeLabel":"8.9 GB","sizeReason":"","declaredSizeBytes":9557699267,"defaultDownloadBytes":9512504138,"mirrorCount":1,"downloadCount":10539867,"stars":1277,"citations":0,"updatedAt":"2026-04-02T02:16:59.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-3d7cfbd","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-large","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"3d7cfbdacd47fdda877c5cd8a79fbcc4f2a574f3","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-02T03:32:50.977Z","approvedBy":"configured-admin","mirroredAt":"2026-07-02T03:32:50.977Z","totalFiles":44,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":44,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":44,"publicDownloadableFileCount":null,"externalFileCount":44,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":9557699267,"label":"8.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":10539867,"upstreamStars":1277,"label":"11M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-large","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":44},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-multilingual-e5-large/mirrors"}},"sampleFiles":[{"path":".eval_results/ArguAna.yaml","sizeBytes":575,"format":"yaml","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":641,"format":"yaml","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":651,"format":"yaml","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":647,"format":"yaml","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":663,"format":"yaml","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":401.4,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","files:retrieval","intent:RAG and semantic retrieval (e5, sentence, retrieval)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/multilingual-e5-large"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-large","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-multilingual-e5-small","owner":"intfloat","name":"multilingual-e5-small","repo":"intfloat/multilingual-e5-small","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/multilingual-e5-small · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2280201964,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-small","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","mteb","sentence transformers","sentence-similarity","multilingual","af","am","ar","as","az","be","bg","bn","br","bs"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["yaml","gitattributes","json","md","safetensors","onnx","model","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2108.08787","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-small","evalResults":[{"task":"Classification","score":"73.79104477611939","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"36.9996434842022","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"67.95453679103099","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.64882226980728","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"82.11942130026586","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"69.87963421606715","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"75.8095952023988","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"24.46869495579561","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"63.00108480037597","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"64.186295503212","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"15.496804690197042","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"52.07153895475031","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca intfloat/multilingual-e5-small onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","intfloat/multilingual-e5-small","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".eval_results/ArguAna.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightLeetcodeRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQAQuestionsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQATheoremsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0}],"modelIndexNames":["intfloat/multilingual-e5-small"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":2280201964,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2280201964,"defaultDownloadBytes":2235019050,"mirrorCount":1,"downloadCount":9946340,"stars":463,"citations":0,"updatedAt":"2026-04-02T02:16:05.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-small","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-small","disabled":false,"provider":"huggingface","repoType":"model","revision":"614241f622f53c4eeff9890bdc4f31cfecc418b3","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T07:16:13.374Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T09:51:40.919Z","mirroredBy":"mirror-batch-worker","totalFiles":43,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":43,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":43,"publicDownloadableFileCount":null,"externalFileCount":43,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2280201964,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":9946340,"upstreamStars":463,"label":"9.9M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-small"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-small","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":43},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-multilingual-e5-small/mirrors"}},"sampleFiles":[{"path":".eval_results/ArguAna.yaml","sizeBytes":575,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":641,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":651,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":647,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":663,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":401.4,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","files:retrieval","intent:RAG and semantic retrieval (e5, sentence, retrieval)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/multilingual-e5-small"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-small","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-nomic-ai-nomic-embed-text-v1-5","owner":"nomic-ai","name":"nomic-embed-text-v1.5","repo":"nomic-ai/nomic-embed-text-v1.5","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nomic-ai/nomic-embed-text-v1.5 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2215243354,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nomic-ai","sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","nomic_bert","feature-extraction","sentence-similarity","mteb","transformers","transformers.js","custom_code","en","arxiv:2402.01613","arxiv:2205.13147","license:apache-2.0","model-index","eval-results","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2402.01613","2205.13147"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","evalResults":[{"task":"Classification","score":"75.20895522388058","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.57605549557802","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.35586565857854","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"91.8144","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"88.65222882032363","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"91.80426301643274","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"47.162000000000006","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.59329642263158","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"24.253","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"38.962","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.081","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.089000000000006","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en epoch_0_model onnx safetensors transformers transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","epoch_0_model","onnx","safetensors","transformers","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_bnb4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_int8.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4f16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_uint8.onnx","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["epoch_0_model"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":2215243354,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2215243354,"defaultDownloadBytes":2214221925,"mirrorCount":1,"downloadCount":17766485,"stars":976,"citations":0,"updatedAt":"2026-04-07T14:17:02.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"nomic-ai/nomic-embed-text-v1.5","private":false,"repoUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"e9b6763023c676ca8431644204f50c2b100d9aab","fetchedAt":"2026-10-21T03:29:59.126Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:10.078Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:45:14.707Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":20,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2215243354,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":17766485,"upstreamStars":976,"label":"18M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nomic-ai/nomic-embed-text-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: nomic-ai/nomic-embed-text-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-nomic-ai-nomic-embed-text-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":71843,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":140,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":400.6,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","files:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nomic-ai/nomic-embed-text-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-nomic-ai-nomic-embed-text-v1","owner":"nomic-ai","name":"nomic-embed-text-v1","repo":"nomic-ai/nomic-embed-text-v1","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nomic-ai/nomic-embed-text-v1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1780828319,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nomic-ai","sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","nomic_bert","feature-extraction","sentence-similarity","mteb","transformers","transformers.js","custom_code","en","arxiv:2402.01613","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","epoch_0_model"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2402.01613"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1","evalResults":[{"task":"Classification","score":"76.8507462686567","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"40.592189159090495","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.01634655512476","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"91.51892500000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"88.50346762975335","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"91.50342077459624","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"47.364","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.72708080922794","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"25.178","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.244","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"41.321999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"41.331","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","model-index","new_version","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en epoch_0_model onnx safetensors transformers transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","epoch_0_model","onnx","safetensors","transformers","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["epoch_0_model"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1780828319,"sizeKnown":true,"sizeLabel":"1.7 GB","sizeReason":"","declaredSizeBytes":1780828319,"defaultDownloadBytes":1779808443,"mirrorCount":1,"downloadCount":4274572,"stars":594,"citations":0,"updatedAt":"2026-04-07T14:16:41.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"nomic-ai/nomic-embed-text-v1","private":false,"repoUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"3ac47f125a41961d13b397d0332866be2f9152e1","fetchedAt":"2026-10-21T03:29:59.126Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-08-27T21:07:44.012Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":15,"publicDownloadableFileCount":null,"externalFileCount":15,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1780828319,"label":"1.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4274572,"upstreamStars":594,"label":"4.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nomic-ai/nomic-embed-text-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: nomic-ai/nomic-embed-text-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":15},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-nomic-ai-nomic-embed-text-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":400.6,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","files:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nomic-ai/nomic-embed-text-v1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-m3","owner":"BAAI","name":"bge-m3","repo":"BAAI/bge-m3","type":"embedding","summary":"Model from Hugging Face for sentence similarity: BAAI/bge-m3 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4587317404,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-m3","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","xlm-roberta","feature-extraction","sentence-similarity","arxiv:2402.03216","arxiv:2004.04906","arxiv:2106.14807","arxiv:2107.05720","arxiv:2004.12832","license:mit","eval-results","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","deploy:azure","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","pt","ds_store","jpg","webp","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.03216","2004.04906","2106.14807","2107.05720","2004.12832"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/BAAI/bge-m3","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model onnx text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","onnx","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"colbert_linear.pt","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"imgs/.DS_Store","sizeBytes":0},{"lfs":false,"path":"imgs/bm25.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/long.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/miracl.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/mkqa.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/nqa.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/others.webp","sizeBytes":0},{"lfs":false,"path":"long.jpg","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/Constant_7_attr__value","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx_data","sizeBytes":0},{"lfs":false,"path":"onnx/sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":4587317404,"sizeKnown":true,"sizeLabel":"4.3 GB","sizeReason":"","declaredSizeBytes":4587317404,"defaultDownloadBytes":4540795551,"mirrorCount":1,"downloadCount":31290962,"stars":3906,"citations":0,"updatedAt":"2024-07-03T14:50:10.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-5617a9f","upstream":{"gated":false,"repoId":"BAAI/bge-m3","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-m3","disabled":false,"provider":"huggingface","repoType":"model","revision":"5617a9f61b028005a4858fdac845db406aefb181","fetchedAt":"2026-10-21T03:29:28.856Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:05.762Z","approvedBy":"configured-admin","mirroredAt":"2026-08-17T17:30:25.306Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4587317404,"label":"4.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":31290962,"upstreamStars":3906,"label":"31M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-m3"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-m3","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-m3/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1627,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"colbert_linear.pt","sizeBytes":2100674,"format":"pt","risk":"medium","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":399.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-m3"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-m3","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-small-en-v1-5","owner":"BAAI","name":"bge-small-en-v1.5","repo":"BAAI/bge-small-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-small-en-v1.5 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":401109346,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","evalResults":[{"task":"Classification","score":"73.79104477611939","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"37.21923821573361","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.0914945617093","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.75377499999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.46766124546022","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.73884001331487","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"46.986","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.55936786727896","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"35.846000000000004","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"51.388","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"52.132999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"52.141000000000005","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-small-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-small-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-small-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":401109346,"sizeKnown":true,"sizeLabel":"382.5 MB","sizeReason":"","declaredSizeBytes":401109346,"defaultDownloadBytes":400068191,"mirrorCount":1,"downloadCount":61393640,"stars":639,"citations":0,"updatedAt":"2024-02-22T03:36:23.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-small-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"5c38ec7c405ec4b44b94cc5a9bb96e735b38267a","fetchedAt":"2026-10-21T03:29:28.856Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T06:54:10.927Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T18:16:10.534Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":11,"publicDownloadableFileCount":null,"externalFileCount":11,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":401109346,"label":"382.5 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":61393640,"upstreamStars":639,"label":"61M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-small-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":11},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-small-en-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":94783,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":399.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-small-en-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-e5-large-v2","owner":"intfloat","name":"e5-large-v2","repo":"intfloat/e5-large-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/e5-large-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":6700074718,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/e5-large-v2","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","mteb","sentence transformers","sentence-similarity","en","arxiv:2212.03533","arxiv:2104.08663","arxiv:2210.07316","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","deploy:azure","region:us"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","py","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.03533","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/intfloat/e5-large-v2","evalResults":[{"task":"Classification","score":"79.22388059701493","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"43.20816505595132","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.27811303522058","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.748325","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.72534979701297","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.73895874282185","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.612","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.61157345898393","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"23.541999999999998","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"38.208","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.417","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"39.428999999999995","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en e5-large-v2 onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","e5-large-v2","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"handler.py","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["e5-large-v2"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":6700074718,"sizeKnown":true,"sizeLabel":"6.2 GB","sizeReason":"","declaredSizeBytes":6700074718,"defaultDownloadBytes":6697042548,"mirrorCount":1,"downloadCount":3481855,"stars":291,"citations":0,"updatedAt":"2025-02-17T03:26:51.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/e5-large-v2","private":false,"repoUrl":"https://huggingface.co/intfloat/e5-large-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"f169b11e22de13617baa190a028a32f3493550b6","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-24T18:18:16.912Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":20,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":6700074718,"label":"6.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3481855,"upstreamStars":291,"label":"3.5M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/e5-large-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/e5-large-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-e5-large-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1477,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":67842,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"handler.py","sizeBytes":1125,"format":"py","risk":"medium","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":399.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/e5-large-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-e5-large-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-e5-large-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-e5-base-v2","owner":"intfloat","name":"e5-base-v2","repo":"intfloat/e5-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/e5-base-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2188240376,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/e5-base-v2","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","mteb","sentence transformers","sentence-similarity","en","arxiv:2212.03533","arxiv:2104.08663","arxiv:2210.07316","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","deploy:sagemaker","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","txt","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.03533","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/intfloat/e5-base-v2","evalResults":[{"task":"Classification","score":"77.77611940298506","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"42.052710266606056","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"72.12040628266567","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.81012500000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.4213700757244","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.8039091197065","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"46.711999999999996","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.11544975436018","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"23.186","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"36.632999999999996","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"37.842","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"37.865","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en e5-base-v2 onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","e5-base-v2","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"onnx/vocab.txt","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["e5-base-v2"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":2188240376,"sizeKnown":true,"sizeLabel":"2.0 GB","sizeReason":"","declaredSizeBytes":2188240376,"defaultDownloadBytes":2185255748,"mirrorCount":1,"downloadCount":2146855,"stars":167,"citations":0,"updatedAt":"2025-02-17T03:25:40.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/e5-base-v2","private":false,"repoUrl":"https://huggingface.co/intfloat/e5-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"f52bf8ec8c7124536f0efb74aca902b2995e5bcd","fetchedAt":"2026-10-18T03:30:04.481Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:09:14.709Z","mirroredBy":"mirror-batch-worker","totalFiles":24,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":24,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":24,"publicDownloadableFileCount":null,"externalFileCount":24,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2188240376,"label":"2.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2146855,"upstreamStars":167,"label":"2.1M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/e5-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/e5-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":24},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-e5-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1477,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":399.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/e5-base-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-e5-base-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-e5-base-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-e5-base","owner":"intfloat","name":"e5-base","repo":"intfloat/e5-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/e5-base · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":876731424,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/e5-base","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","safetensors","bert","mteb","sentence transformers","sentence-similarity","en","arxiv:2212.03533","arxiv:2104.08663","arxiv:2210.07316","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","deploy:azure","region:us","embedding","e5-base"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.03533","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/intfloat/e5-base","evalResults":[{"task":"Classification","score":"79.71641791044777","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"44.15426065428253","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.89474407693241","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"87.9649","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"84.10171551915973","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"87.94148377827356","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"42.645999999999994","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"42.230574673549","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"26.814","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"42.681999999999995","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"43.714","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"43.724000000000004","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en e5-base safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","e5-base","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1477},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":200},{"lfs":false,"path":"README.md","sizeBytes":67552},{"lfs":false,"path":"config.json","sizeBytes":645},{"lfs":true,"path":"model.safetensors","sizeBytes":437955512},{"lfs":false,"path":"modules.json","sizeBytes":387},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":438007537},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":57},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":112},{"lfs":false,"path":"tokenizer.json","sizeBytes":466081},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":356},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["e5-base"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":876731424,"sizeKnown":true,"sizeLabel":"836.1 MB","sizeReason":"","declaredSizeBytes":876731424,"defaultDownloadBytes":875963049,"mirrorCount":1,"downloadCount":824732,"stars":25,"citations":0,"updatedAt":"2026-07-31T01:22:03.839Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/e5-base","private":false,"repoUrl":"https://huggingface.co/intfloat/e5-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"b533fe4636f4a2507c08ddab40644d20b0006d6a","fetchedAt":"2026-07-29T22:22:03.040Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:22:03.839Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":12,"publicDownloadableFileCount":null,"externalFileCount":12,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":876731424,"label":"836.1 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":824732,"upstreamStars":25,"label":"825K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/e5-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/e5-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-e5-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1477,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":398.85,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/e5-base"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-e5-base","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-e5-base/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-taylorai-bge-micro-v2","owner":"TaylorAI","name":"bge-micro-v2","repo":"TaylorAI/bge-micro-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: TaylorAI/bge-micro-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":157042922,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"TaylorAI","sourceUrl":"https://huggingface.co/TaylorAI/bge-micro-v2","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":94,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","bge_micro"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/TaylorAI/bge-micro-v2","evalResults":[{"task":"Classification","score":"67.76119402985074","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"29.637849284211114","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"61.31181187111905","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"79.7547","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"74.21401629809145","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"79.65319615433783","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"37.452000000000005","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"37.0245198854966","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"31.152","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"46.702","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"47.563","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"47.567","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model bge_micro onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","bge_micro","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":270},{"lfs":false,"path":"LICENSE","sizeBytes":1073},{"lfs":false,"path":"README.md","sizeBytes":65541},{"lfs":false,"path":"added_tokens.json","sizeBytes":82},{"lfs":false,"path":"config.json","sizeBytes":745},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":123},{"lfs":true,"path":"model.safetensors","sizeBytes":34785664},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":69035106},{"lfs":true,"path":"onnx/model_quantized.onnx","sizeBytes":17409774},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":34797782},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":228},{"lfs":false,"path":"tokenizer.json","sizeBytes":711661},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1564},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["bge_micro"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":157042922,"sizeKnown":true,"sizeLabel":"149.8 MB","sizeReason":"","declaredSizeBytes":157042922,"defaultDownloadBytes":156028326,"mirrorCount":1,"downloadCount":725419,"stars":64,"citations":0,"updatedAt":"2026-07-29T23:53:35.569Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"TaylorAI/bge-micro-v2","private":false,"repoUrl":"https://huggingface.co/TaylorAI/bge-micro-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"3edf6d7de0faa426b09780416fe61009f26ae589","fetchedAt":"2026-07-29T23:47:15.504Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"unknown","mirroredAt":"2026-07-29T23:53:35.569Z","mirroredBy":"mirror-batch-worker","totalFiles":17,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":16,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":16,"publicDownloadableFileCount":null,"externalFileCount":16,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":157042922,"label":"149.8 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":725419,"upstreamStars":64,"label":"725K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"TaylorAI/bge-micro-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: TaylorAI/bge-micro-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":16},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-taylorai-bge-micro-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":1073,"format":"file","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":398.68,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"TaylorAI/bge-micro-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-taylorai-bge-micro-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-taylorai-bge-micro-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-e5-small-v2","owner":"intfloat","name":"e5-small-v2","repo":"intfloat/e5-small-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/e5-small-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":803200596,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/e5-small-v2","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","bert","mteb","sentence transformers","sentence-similarity","en","arxiv:2212.03533","arxiv:2104.08663","arxiv:2210.07316","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","onnx","safetensors","bin","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.03533","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/intfloat/e5-small-v2","evalResults":[{"task":"Classification","score":"77.59701492537313","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"41.67064885731708","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.86465946398573","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"91.265875","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"87.67633085349644","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"91.24297521425744","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"45.882000000000005","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"45.08058870381236","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"20.697","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"33.975","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"35.223","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"35.260000000000005","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en e5-small-v2 onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","e5-small-v2","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"model.onnx","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["e5-small-v2"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":803200596,"sizeKnown":true,"sizeLabel":"766.0 MB","sizeReason":"","declaredSizeBytes":803200596,"defaultDownloadBytes":667436511,"mirrorCount":1,"downloadCount":656524,"stars":134,"citations":0,"updatedAt":"2025-02-17T03:24:44.000Z","createdAt":"2026-06-29T22:20:50.165Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/e5-small-v2","private":false,"repoUrl":"https://huggingface.co/intfloat/e5-small-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"ffb93f3bd4047442299a41ebb6fa998a38507c52","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:37:44.710Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":20,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":803200596,"label":"766.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":656524,"upstreamStars":134,"label":"657K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/e5-small-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/e5-small-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-e5-small-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1477,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"model.onnx","sizeBytes":133093468,"format":"onnx","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":398.55,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/e5-small-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-e5-small-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-e5-small-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-alibaba-nlp-gte-multilingual-base","owner":"Alibaba-NLP","name":"gte-multilingual-base","repo":"Alibaba-NLP/gte-multilingual-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: Alibaba-NLP/gte-multilingual-base · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":629638617,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Alibaba-NLP","sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-multilingual-base","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","new","feature-extraction","mteb","transformers","multilingual","sentence-similarity","text-embeddings-inference","custom_code","af","ar","az","be","bg","bn","ca","ceb","cs","cy"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","png","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2407.19669","2210.09984","2402.03216","2007.15207","2104.08663","2402.07440"],"repoType":"model","baseModel":"","languages":["af","ar","az","be","bg","bn","ca","ceb","cs","cy","da","de"],"sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-multilingual-base","evalResults":[{"task":"Clustering","score":"33.66681726329994","metric":"v_measure","verified":false,"benchmark":"MTEB 8TagsClustering"},{"task":"STS","score":"43.54760696384009","metric":"cos_sim_spearman","verified":false,"benchmark":"MTEB AFQMC"},{"task":"STS","score":"48.91186363417501","metric":"cos_sim_spearman","verified":false,"benchmark":"MTEB ATEC"},{"task":"Classification","score":"41.689860834990064","metric":"accuracy","verified":false,"benchmark":"MTEB AllegroReviews"},{"task":"Clustering","score":"54.20241337977897","metric":"v_measure","verified":false,"benchmark":"MTEB AlloProfClusteringP2P"},{"task":"Clustering","score":"44.34083695608643","metric":"v_measure","verified":false,"benchmark":"MTEB AlloProfClusteringS2S"},{"task":"Reranking","score":"64.91495250072002","metric":"map","verified":false,"benchmark":"MTEB AlloprofReranking"},{"task":"Retrieval","score":"53.638","metric":"ndcg_at_10","verified":false,"benchmark":"MTEB AlloprofRetrieval"},{"task":"Classification","score":"75.95522388059702","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"80.717625","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"43.64199999999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"40.108","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (de)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model af ar az be bg bn ca ceb cs cy da de gte-multilingual-base (dense) safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","af","ar","az","be","bg","bn","ca","ceb","cs","cy","da","de","gte-multilingual-base (dense)","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"images/mgte-loco.png","sizeBytes":0},{"lfs":false,"path":"images/mgte-mldr.png","sizeBytes":0},{"lfs":false,"path":"images/mgte-mteb.png","sizeBytes":0},{"lfs":false,"path":"images/mgte-reranker.png","sizeBytes":0},{"lfs":false,"path":"images/mgte-retrieval.png","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"scripts/gte_embedding.py","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["gte-multilingual-base (dense)"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":629638617,"sizeKnown":true,"sizeLabel":"600.5 MB","sizeReason":"","declaredSizeBytes":629638617,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1214783,"stars":387,"citations":0,"updatedAt":"2025-07-05T01:38:16.000Z","createdAt":"2026-06-29T22:20:07.741Z","version":"hf-mirror-9bbca17","upstream":{"gated":false,"repoId":"Alibaba-NLP/gte-multilingual-base","private":false,"repoUrl":"https://huggingface.co/Alibaba-NLP/gte-multilingual-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"9bbca17d9273fd0d03d5725c7a4b0f6b45142062","fetchedAt":"2026-10-21T03:31:10.516Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T16:50:15.374Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-12T19:49:48.887Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":8,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":8,"publicDownloadableFileCount":null,"externalFileCount":8,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":629638617,"label":"600.5 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1214783,"upstreamStars":387,"label":"1.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Alibaba-NLP/gte-multilingual-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Alibaba-NLP/gte-multilingual-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":8},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-alibaba-nlp-gte-multilingual-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":null},{"path":"images/mgte-loco.png","sizeBytes":418181,"format":"png","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"images/mgte-mldr.png","sizeBytes":371717,"format":"png","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"images/mgte-mteb.png","sizeBytes":281441,"format":"png","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":393.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Alibaba-NLP/gte-multilingual-base"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-multilingual-base","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-multilingual-base/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-alibaba-nlp-gte-large-en-v1-5","owner":"Alibaba-NLP","name":"gte-large-en-v1.5","repo":"Alibaba-NLP/gte-large-en-v1.5","type":"embedding","summary":"Model from Hugging Face for sentence similarity: Alibaba-NLP/gte-large-en-v1.5 · transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"Alibaba-NLP","sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-large-en-v1.5","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","onnx","safetensors","new","feature-extraction","sentence-transformers","gte","mteb","transformers.js","sentence-similarity","custom_code","en","dataset:allenai/c4","arxiv:2407.19669","arxiv:2308.03281","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","deploy:azure"],"task":"sentence-similarity","modality":"text","framework":"transformers","formats":["gitattributes","json","md","safetensors","onnx","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["allenai/c4"],"paperIds":["2407.19669","2308.03281"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-large-en-v1.5","evalResults":[{"task":"Classification","score":"73.01492537313432","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"35.05341696659522","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"66.71270310883853","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.97189999999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.5952493948908","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.95848137716877","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"54.196","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"53.80122334012787","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"47.297","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"64.303","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"64.541","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"64.541","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","model-index","tags"],"semanticText":"sentence-similarity transformers embedding model en allenai/c4 gte-large-en-v1.5 onnx safetensors sentence-transformers transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","transformers","embedding","model","en","allenai/c4","gte-large-en-v1.5","onnx","safetensors","sentence-transformers","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_bnb4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_int8.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_uint8.onnx","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["gte-large-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1159053,"stars":247,"citations":0,"updatedAt":"2024-08-09T03:32:05.000Z","createdAt":"2026-06-29T22:20:07.741Z","version":"hf-main","upstream":{"gated":false,"repoId":"Alibaba-NLP/gte-large-en-v1.5","private":false,"repoUrl":"https://huggingface.co/Alibaba-NLP/gte-large-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"104333d6af6f97649377c2afbde10a7704870c7b","fetchedAt":"2026-10-21T03:31:10.516Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:45:48.645Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":18,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":18,"publicDownloadableFileCount":null,"externalFileCount":18,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1159053,"upstreamStars":247,"label":"1.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Alibaba-NLP/gte-large-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Alibaba-NLP/gte-large-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":18},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-alibaba-nlp-gte-large-en-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":393.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Alibaba-NLP/gte-large-en-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-large-en-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-large-en-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-shibing624-text2vec-base-chinese","owner":"shibing624","name":"text2vec-base-chinese","repo":"shibing624/text2vec-base-chinese","type":"embedding","summary":"Model from Hugging Face for sentence similarity: shibing624/text2vec-base-chinese · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1939259980,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"shibing624","sourceUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","sentence transformers","sentence-similarity","zh","dataset:shibing624/nli_zh","license:apache-2.0","endpoints_compatible","deploy:azure","region:us","embedding","shibing624/nli_zh"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["shibing624/nli_zh"],"paperIds":[],"repoType":"model","baseModel":"","languages":["zh"],"sourceUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model zh shibing624/nli_zh onnx safetensors sentence transformers","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","zh","shibing624/nli_zh","onnx","safetensors","sentence transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1229},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":74},{"lfs":false,"path":"README.md","sizeBytes":13700},{"lfs":false,"path":"config.json","sizeBytes":856},{"lfs":false,"path":"logs.txt","sizeBytes":546},{"lfs":true,"path":"model.safetensors","sizeBytes":409098104},{"lfs":false,"path":"modules.json","sizeBytes":230},{"lfs":false,"path":"onnx/config.json","sizeBytes":836},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":406953148},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":203394875},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":102907384},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":439124},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":394},{"lfs":false,"path":"onnx/vocab.txt","sizeBytes":109540},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":406712480},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":363277},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":409154033},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":54},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":112},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":319},{"lfs":false,"path":"vocab.txt","sizeBytes":109540}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1939259980,"sizeKnown":true,"sizeLabel":"1.8 GB","sizeReason":"","declaredSizeBytes":1939259980,"defaultDownloadBytes":1938220024,"mirrorCount":1,"downloadCount":1619123,"stars":797,"citations":0,"updatedAt":"2026-07-27T12:42:46.318Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-mirror-183bb99","upstream":{"gated":false,"repoId":"shibing624/text2vec-base-chinese","private":false,"repoUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","disabled":false,"provider":"huggingface","repoType":"model","revision":"183bb99aa7af74355fb58d16edf8c13ae7c5433e","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T07:20:54.714Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T12:42:46.318Z","mirroredBy":"mirror-batch-worker","requestedAt":"2026-07-06T12:30:32.732Z","requestCount":1,"mirroredBytes":null,"mirroredFiles":null,"lastRequestedAt":"2026-07-06T12:30:32.732Z","storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true,"recentRequestContexts":[{"at":"2026-07-06T12:30:32.732Z","sourceRoute":"/mirror-demand","topic":"","ranking":"","targetTool":"","desiredFiles":[]}]},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":10,"publicDownloadableFileCount":null,"externalFileCount":10,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1939259980,"label":"1.8 GB","reason":""},"demand":{"mirrorRequests":1,"upstreamDownloads":1619123,"upstreamStars":797,"label":"1 mirror request","basis":"mirror-requests"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"shibing624/text2vec-base-chinese"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: shibing624/text2vec-base-chinese","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-shibing624-text2vec-base-chinese/mirrors"}},"sampleFiles":[{"path":"openvino/openvino_model.bin","sizeBytes":406712480,"format":"bin","risk":"medium","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":393.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"shibing624/text2vec-base-chinese"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-shibing624-text2vec-base-chinese","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-mixedbread-ai-mxbai-embed-large-v1","owner":"mixedbread-ai","name":"mxbai-embed-large-v1","repo":"mixedbread-ai/mxbai-embed-large-v1","type":"embedding","summary":"Model from Hugging Face for feature extraction: mixedbread-ai/mxbai-embed-large-v1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5358819997,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mixedbread-ai","sourceUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","openvino","gguf","bert","feature-extraction","mteb","transformers.js","transformers","en","arxiv:2309.12871","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","mxbai-angle-large-v1"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","gguf","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2309.12871"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","evalResults":[{"task":"Classification","score":"75.044776119403","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"37.7362433623053","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.92736573359774","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.84025000000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.93190875404055","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.8297833897293","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"49.184","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"48.74163227751588","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"41.252","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"57.778","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.233000000000004","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.23700000000001","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en mxbai-angle-large-v1 onnx safetensors gguf transformers.js transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","mxbai-angle-large-v1","onnx","safetensors","gguf","transformers.js","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"LICENSE","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"gguf/mxbai-embed-large-v1-f16.gguf","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["mxbai-angle-large-v1"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5358819997,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5358819997,"defaultDownloadBytes":669603712,"mirrorCount":1,"downloadCount":5778239,"stars":839,"citations":0,"updatedAt":"2026-01-23T11:59:58.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-b33106f","upstream":{"gated":false,"repoId":"mixedbread-ai/mxbai-embed-large-v1","private":false,"repoUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"b33106f585b9ce46904ad7443a3b52b7a63e231c","fetchedAt":"2026-10-21T03:30:38.671Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-02T16:22:08.611Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T17:28:41.266Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":21,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":21,"publicDownloadableFileCount":null,"externalFileCount":21,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5358819997,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":5778239,"upstreamStars":839,"label":"5.8M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"mixedbread-ai/mxbai-embed-large-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: mixedbread-ai/mxbai-embed-large-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":21},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-mixedbread-ai-mxbai-embed-large-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1585,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":10762,"format":"file","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":114268,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":393.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mixedbread-ai/mxbai-embed-large-v1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mixedbread-ai-mxbai-embed-large-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-whereisai-uae-large-v1","owner":"WhereIsAI","name":"UAE-Large-V1","repo":"WhereIsAI/UAE-Large-V1","type":"embedding","summary":"Model from Hugging Face for feature extraction: WhereIsAI/UAE-Large-V1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"tags","value":"sentence-embedding"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5359694566,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"WhereIsAI","sourceUrl":"https://huggingface.co/WhereIsAI/UAE-Large-V1","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","onnx","safetensors","openvino","bert","feature-extraction","mteb","sentence_embedding","feature_extraction","transformers","transformers.js","en","arxiv:2309.12871","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","uae-large-v1"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2309.12871"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/WhereIsAI/UAE-Large-V1","evalResults":[{"task":"Classification","score":"75.55223880597015","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.264070815317794","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.40977934769845","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.84267499999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.57568507997713","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.82590734337774","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.292","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.90257816032778","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"42.105","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.181000000000004","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.653999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.657000000000004","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en uae-large-v1 onnx safetensors sentence_embedding transformers transformers.js text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","uae-large-v1","onnx","safetensors","sentence_embedding","transformers","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":297},{"lfs":false,"path":"README.md","sizeBytes":66180},{"lfs":false,"path":"WhereIsAI_UAE-Large-V1.json","sizeBytes":252347},{"lfs":false,"path":"config.json","sizeBytes":655},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":171},{"lfs":true,"path":"model.safetensors","sizeBytes":1340612432},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":1336854282},{"lfs":true,"path":"onnx/model_fp16.onnx","sizeBytes":668828772},{"lfs":true,"path":"onnx/model_quantized.onnx","sizeBytes":336983164},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":1336373408},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":708104},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":336759312},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":1309370},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1242},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["UAE-Large-V1"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5359694566,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5359694566,"defaultDownloadBytes":5356411370,"mirrorCount":1,"downloadCount":1871799,"stars":237,"citations":0,"updatedAt":"2026-07-30T02:34:28.360Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-main","upstream":{"gated":false,"repoId":"WhereIsAI/UAE-Large-V1","private":false,"repoUrl":"https://huggingface.co/WhereIsAI/UAE-Large-V1","disabled":false,"provider":"huggingface","repoType":"model","revision":"9c9b2c999b3350cfb3171ed429320668e39b00b8","fetchedAt":"2026-07-29T23:47:13.569Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"unknown","mirroredAt":"2026-07-30T02:34:28.360Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":18,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":18,"publicDownloadableFileCount":null,"externalFileCount":18,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5359694566,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1871799,"upstreamStars":237,"label":"1.9M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"WhereIsAI/UAE-Large-V1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: WhereIsAI/UAE-Large-V1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":18},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-whereisai-uae-large-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":393.1,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"WhereIsAI/UAE-Large-V1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-whereisai-uae-large-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-whereisai-uae-large-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-alibaba-nlp-gte-qwen2-1-5b-instruct","owner":"Alibaba-NLP","name":"gte-Qwen2-1.5B-instruct","repo":"Alibaba-NLP/gte-Qwen2-1.5B-instruct","type":"embedding","summary":"Model from Hugging Face for sentence similarity: Alibaba-NLP/gte-Qwen2-1.5B-instruct · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"low","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","task-tags-conflict"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"Alibaba-NLP","sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-Qwen2-1.5B-instruct","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":90,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","qwen2","text-generation","mteb","transformers","sentence-similarity","custom_code","arxiv:2308.03281","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","gte-qwen2-7b-instruct"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2308.03281"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Alibaba-NLP/gte-Qwen2-1.5B-instruct","evalResults":[{"task":"Classification","score":"83.98507462686567","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"50.93015252587014","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"78.50416599051215","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"96.61065","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"94.89174052954196","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"96.60942596940565","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"55.614000000000004","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"54.90553480294904","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"45.164","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"61.519","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"61.769","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"61.769","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model gte-qwen2-7b-instruct safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","gte-qwen2-7b-instruct","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"added_tokens.json","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model-00001-of-00002.safetensors","sizeBytes":0},{"lfs":false,"path":"model-00002-of-00002.safetensors","sizeBytes":0},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":0},{"lfs":false,"path":"modeling_qwen.py","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"scripts/eval_mteb.py","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenization_qwen.py","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":["gte-qwen2-7B-instruct"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":664441,"stars":239,"citations":0,"updatedAt":"2025-05-28T13:11:05.000Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"Alibaba-NLP/gte-Qwen2-1.5B-instruct","private":false,"repoUrl":"https://huggingface.co/Alibaba-NLP/gte-Qwen2-1.5B-instruct","disabled":false,"provider":"huggingface","repoType":"model","revision":"a9af15a6372d7d6b25e9fb07c2ccb9e1fe645644","fetchedAt":"2026-10-21T03:31:10.516Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-08-19T20:03:56.083Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":20,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":664441,"upstreamStars":239,"label":"664K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Alibaba-NLP/gte-Qwen2-1.5B-instruct"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Alibaba-NLP/gte-Qwen2-1.5B-instruct","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-alibaba-nlp-gte-qwen2-1-5b-instruct/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":392.57,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:generation","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Alibaba-NLP/gte-Qwen2-1.5B-instruct"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-alibaba-nlp-gte-qwen2-1-5b-instruct","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-alibaba-nlp-gte-qwen2-1-5b-instruct/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-cl-nagoya-ruri-v3-310m","owner":"cl-nagoya","name":"ruri-v3-310m","repo":"cl-nagoya/ruri-v3-310m","type":"embedding","summary":"Model from Hugging Face for sentence similarity: cl-nagoya/ruri-v3-310m · unknown","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"cl-nagoya/ruri-v3-pt-310m"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"cl-nagoya/ruri-v3-pt-310m","field":"baseModel"}],"parameters":null,"size":{"bytes":1267076245,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cl-nagoya","sourceUrl":"https://huggingface.co/cl-nagoya/ruri-v3-310m","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","safetensors","modernbert","sentence-similarity","feature-extraction","ja","dataset:cl-nagoya/ruri-v3-dataset-ft","arxiv:2409.07737","base_model:cl-nagoya/ruri-v3-pt-310m","base_model:finetune:cl-nagoya/ruri-v3-pt-310m","license:apache-2.0","region:us","unknown","embedding","cl-nagoya/ruri-v3-dataset-ft","cl-nagoya/ruri-v3-pt-310m"],"task":"sentence-similarity","modality":"text","framework":"unknown","formats":["gitattributes","json","md","safetensors","model"],"baseModel":"cl-nagoya/ruri-v3-pt-310m","derivedFrom":"cl-nagoya/ruri-v3-pt-310m","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["cl-nagoya/ruri-v3-dataset-ft"],"paperIds":["2409.07737"],"repoType":"model","baseModel":"cl-nagoya/ruri-v3-pt-310m","languages":["ja"],"sourceUrl":"https://huggingface.co/cl-nagoya/ruri-v3-310m","evalResults":[],"libraryName":"unknown","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","license","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity unknown embedding model ja cl-nagoya/ruri-v3-dataset-ft cl-nagoya/ruri-v3-pt-310m safetensors","semanticTerms":["sentence-similarity","unknown","embedding","model","ja","cl-nagoya/ruri-v3-dataset-ft","cl-nagoya/ruri-v3-pt-310m","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":7940},{"lfs":false,"path":"config.json","sizeBytes":1325},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":205},{"lfs":true,"path":"model.safetensors","sizeBytes":1258462760},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"results-len512/Classification/scores_amazon_counterfactual_classification.json","sizeBytes":618},{"lfs":false,"path":"results-len512/Classification/scores_amazon_review_classification.json","sizeBytes":584},{"lfs":false,"path":"results-len512/Classification/scores_massive_intent_classification.json","sizeBytes":618},{"lfs":false,"path":"results-len512/Classification/scores_massive_scenario_classification.json","sizeBytes":619},{"lfs":false,"path":"results-len512/Clustering/scores_livedoor_news.json","sizeBytes":1315},{"lfs":false,"path":"results-len512/Clustering/scores_mewsc16.json","sizeBytes":1296},{"lfs":false,"path":"results-len512/PairClassification/scores_paws_x_ja.json","sizeBytes":1453},{"lfs":false,"path":"results-len512/Reranking/scores_esci.json","sizeBytes":968},{"lfs":false,"path":"results-len512/Retrieval/scores_jagovfaqs_22k.json","sizeBytes":1583},{"lfs":false,"path":"results-len512/Retrieval/scores_jaqket.json","sizeBytes":1582},{"lfs":false,"path":"results-len512/Retrieval/scores_mrtydi.json","sizeBytes":1583},{"lfs":false,"path":"results-len512/Retrieval/scores_nlp_journal_abs_intro.json","sizeBytes":1584},{"lfs":false,"path":"results-len512/Retrieval/scores_nlp_journal_title_abs.json","sizeBytes":1538},{"lfs":false,"path":"results-len512/Retrieval/scores_nlp_journal_title_intro.json","sizeBytes":1584},{"lfs":false,"path":"results-len512/STS/scores_jsick.json","sizeBytes":939},{"lfs":false,"path":"results-len512/STS/scores_jsts.json","sizeBytes":937},{"lfs":false,"path":"results-len512/summary.json","sizeBytes":1512}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1267076245,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1267076245,"defaultDownloadBytes":1258462760,"mirrorCount":1,"downloadCount":609615,"stars":82,"citations":0,"updatedAt":"2026-08-27T22:17:15.115Z","createdAt":"2026-06-29T22:20:50.165Z","version":"hf-main","upstream":{"gated":false,"repoId":"cl-nagoya/ruri-v3-310m","private":false,"repoUrl":"https://huggingface.co/cl-nagoya/ruri-v3-310m","disabled":false,"provider":"huggingface","repoType":"model","revision":"18b60fb8c2b9df296fb4212bb7d23ef94e579cd3","fetchedAt":"2026-08-27T20:26:29.600Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-27T22:17:15.115Z","mirroredBy":"mirror-batch-worker","totalFiles":46,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":45,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":45,"publicDownloadableFileCount":null,"externalFileCount":45,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1267076245,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":609615,"upstreamStars":82,"label":"610K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"cl-nagoya/ruri-v3-310m"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: cl-nagoya/ruri-v3-310m","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":45},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-cl-nagoya-ruri-v3-310m/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":392.46,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"cl-nagoya/ruri-v3-310m"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-cl-nagoya-ruri-v3-310m","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cl-nagoya-ruri-v3-310m/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-thenlper-gte-large","owner":"thenlper","name":"gte-large","repo":"thenlper/gte-large","type":"embedding","summary":"Model from Hugging Face for sentence similarity: thenlper/gte-large · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5359956566,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"thenlper","sourceUrl":"https://huggingface.co/thenlper/gte-large","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","mteb","sentence-similarity","sentence transformers","en","arxiv:2308.03281","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","deploy:azure","region:us","embedding","gte-large"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","txt","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2308.03281"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/thenlper/gte-large","evalResults":[{"task":"Classification","score":"72.62686567164178","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"34.46944126809772","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"66.23684353950857","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.51805","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.49842783330848","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.51112169431808","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"49.074","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"48.44785682572955","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"32.077","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"48.153","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"48.963","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"48.966","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en gte-large onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","gte-large","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":191},{"lfs":false,"path":"README.md","sizeBytes":67863},{"lfs":false,"path":"config.json","sizeBytes":619},{"lfs":true,"path":"model.safetensors","sizeBytes":670332568},{"lfs":false,"path":"modules.json","sizeBytes":385},{"lfs":false,"path":"onnx/config.json","sizeBytes":632},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":1336854258},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":668259312},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":337060511},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":711661},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":342},{"lfs":false,"path":"onnx/vocab.txt","sizeBytes":231508},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":1336373408},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":708105},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":336759312},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":1309371},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":670341183},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":57},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":711661},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":342},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["gte-large"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5359956566,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5359956566,"defaultDownloadBytes":5355980552,"mirrorCount":1,"downloadCount":589598,"stars":305,"citations":0,"updatedAt":"2026-07-30T02:03:33.884Z","createdAt":"2026-06-29T22:20:50.165Z","version":"hf-main","upstream":{"gated":false,"repoId":"thenlper/gte-large","private":false,"repoUrl":"https://huggingface.co/thenlper/gte-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"4bef63f39fcc5e2d6b0aae83089f307af4970164","fetchedAt":"2026-07-29T23:47:14.269Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"unknown","mirroredAt":"2026-07-30T02:03:33.884Z","mirroredBy":"mirror-batch-worker","totalFiles":24,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":24,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":24,"publicDownloadableFileCount":null,"externalFileCount":24,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5359956566,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":589598,"upstreamStars":305,"label":"590K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"thenlper/gte-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: thenlper/gte-large","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":24},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-thenlper-gte-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":392.41,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"thenlper/gte-large"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-thenlper-gte-large","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-thenlper-gte-large/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-distiluse-base-multilingual-cased-v2","owner":"sentence-transformers","name":"distiluse-base-multilingual-cased-v2","repo":"sentence-transformers/distiluse-base-multilingual-cased-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/distiluse-base-multilingual-cased-v2 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5265190570,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"pending","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","distilbert","feature-extraction","sentence-similarity","multilingual","ar","bg","ca","cs","da","de","el","en","es","et"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","safetensors","bin","md","onnx","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa"],"sourceUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","language_bcp47","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar bg ca cs da de el en es et fa onnx safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa","onnx","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":744},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":190},{"lfs":false,"path":"2_Dense/config.json","sizeBytes":114},{"lfs":true,"path":"2_Dense/model.safetensors","sizeBytes":1575104},{"lfs":true,"path":"2_Dense/pytorch_model.bin","sizeBytes":1575975},{"lfs":false,"path":"README.md","sizeBytes":2465},{"lfs":false,"path":"config.json","sizeBytes":610},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":122},{"lfs":true,"path":"model.safetensors","sizeBytes":538947416},{"lfs":false,"path":"modules.json","sizeBytes":341},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":539049415},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":539033719},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":538955829},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":538955889},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":269490710},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":135377779},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":538940536},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":217637},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":135698052},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":372588},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":538971577}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5265190570,"sizeKnown":true,"sizeLabel":"4.9 GB","sizeReason":"","declaredSizeBytes":5265190570,"defaultDownloadBytes":null,"mirrorCount":0,"downloadCount":1263893,"stars":209,"citations":0,"updatedAt":"2025-03-06T13:31:55.000Z","createdAt":"2026-06-29T19:35:20.389Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/distiluse-base-multilingual-cased-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"bfe45d0732ca50787611c0fe107ba278c7f3f889","fetchedAt":"2026-08-27T20:24:50.308Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5265190570,"label":"4.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1263893,"upstreamStars":209,"label":"1.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/distiluse-base-multilingual-cased-v2"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/distiluse-base-multilingual-cased-v2"],"gaps":["Scan: pending","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":190,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"2_Dense/config.json","sizeBytes":114,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"2_Dense/model.safetensors","sizeBytes":1575104,"format":"safetensors","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"2_Dense/pytorch_model.bin","sizeBytes":1575975,"format":"bin","risk":"medium","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":391.9,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","upstream:sentence","modelCard:embedding","modelCard:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/distiluse-base-multilingual-cased-v2"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v2","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v2/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-sentence-transformers-distiluse-base-multilingual-cased-v1","owner":"sentence-transformers","name":"distiluse-base-multilingual-cased-v1","repo":"sentence-transformers/distiluse-base-multilingual-cased-v1","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/distiluse-base-multilingual-cased-v1 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5265190211,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"pending","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","distilbert","feature-extraction","sentence-similarity","multilingual","ar","zh","nl","en","fr","de","it","ko","pl","pt"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","safetensors","bin","md","onnx","xml","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","zh","nl","en","fr","de","it","ko","pl","pt","ru"],"sourceUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v1","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar zh nl en fr de it ko pl pt ru onnx safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","zh","nl","en","fr","de","it","ko","pl","pt","ru","onnx","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":744},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":190},{"lfs":false,"path":"2_Dense/config.json","sizeBytes":114},{"lfs":true,"path":"2_Dense/model.safetensors","sizeBytes":1575104},{"lfs":true,"path":"2_Dense/pytorch_model.bin","sizeBytes":1575975},{"lfs":false,"path":"README.md","sizeBytes":2237},{"lfs":false,"path":"config.json","sizeBytes":556},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":122},{"lfs":true,"path":"model.safetensors","sizeBytes":538947416},{"lfs":false,"path":"modules.json","sizeBytes":341},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":539049415},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":539033719},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":538955829},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":538955889},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":269490710},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":135336307},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":135377779},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":538940536},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":217638},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":135698052},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":372589},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":538971577}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5265190211,"sizeKnown":true,"sizeLabel":"4.9 GB","sizeReason":"","declaredSizeBytes":5265190211,"defaultDownloadBytes":null,"mirrorCount":0,"downloadCount":1194805,"stars":132,"citations":0,"updatedAt":"2025-03-06T13:32:06.000Z","createdAt":"2026-06-29T19:35:20.389Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/distiluse-base-multilingual-cased-v1","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"826fee3d516ebb14987355af373f5b69101c7006","fetchedAt":"2026-07-29T22:17:00.714Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5265190211,"label":"4.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1194805,"upstreamStars":132,"label":"1.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/distiluse-base-multilingual-cased-v1"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/distiluse-base-multilingual-cased-v1"],"gaps":["Scan: pending","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":190,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"2_Dense/config.json","sizeBytes":114,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"2_Dense/model.safetensors","sizeBytes":1575104,"format":"safetensors","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"2_Dense/pytorch_model.bin","sizeBytes":1575975,"format":"bin","risk":"medium","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":391.9,"semanticReasons":["identity:sentence","summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","upstream:sentence","modelCard:embedding","modelCard:sentence"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/distiluse-base-multilingual-cased-v1"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v1","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-distiluse-base-multilingual-cased-v1/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-multilingual-e5-base","owner":"intfloat","name":"multilingual-e5-base","repo":"intfloat/multilingual-e5-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/multilingual-e5-base · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5322810412,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-base","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","xlm-roberta","mteb","sentence transformers","sentence-similarity","multilingual","af","am","ar","as","az","be","bg","bn","br","bs"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["yaml","gitattributes","json","md","safetensors","onnx","model","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2108.08787","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-base","evalResults":[{"task":"Classification","score":"78.97014925373135","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"43.69351129103008","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.38075030070492","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.7237687366167","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"82.22089859962671","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"69.95532758884401","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"79.65517241379312","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"28.507918657094738","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"66.84516013726119","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"73.32976445396146","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"20.720481637566014","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"59.78002763416003","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca multilingual-e5-base onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","multilingual-e5-base","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".eval_results/ArguAna.yaml","sizeBytes":0},{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["multilingual-e5-base"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":5322810412,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5322810412,"defaultDownloadBytes":5277954386,"mirrorCount":1,"downloadCount":6538697,"stars":410,"citations":0,"updatedAt":"2026-04-02T02:13:31.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-d128750","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-base","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"d128750597153bb5987e10b1c3493a34e5a4502a","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-03T01:14:09.930Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:59:53.364Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":20,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5322810412,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":6538697,"upstreamStars":410,"label":"6.5M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-multilingual-e5-base/mirrors"}},"sampleFiles":[{"path":".eval_results/ArguAna.yaml","sizeBytes":575,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".gitattributes","sizeBytes":1528,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":179345,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":379.9,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/multilingual-e5-base"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-base","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-intfloat-multilingual-e5-large-instruct","owner":"intfloat","name":"multilingual-e5-large-instruct","repo":"intfloat/multilingual-e5-large-instruct","type":"embedding","summary":"Model from Hugging Face for feature extraction: intfloat/multilingual-e5-large-instruct · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"cardMetadata.libraryName","value":"sentence-transformers"},{"field":"modality","value":"text"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-large-instruct","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","onnx","safetensors","xlm-roberta","feature-extraction","mteb","transformers","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","cs"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","onnx_data","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2401.00368","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-large-instruct","evalResults":[{"task":"Classification","score":"76.23880597014924","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"39.07351965022687","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"70.04836733862683","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"66.71306209850107","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"79.01499914759529","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"64.81951817560703","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"73.85307346326837","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"22.447519885878737","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"61.0162730745633","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"76.04925053533191","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"23.44983217128922","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"62.5723230907759","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca multilingual-e5-large-instruct onnx safetensors transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","multilingual-e5-large-instruct","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx_data","sizeBytes":0},{"lfs":false,"path":"onnx/sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"sentence_xlm-roberta_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["multilingual-e5-large-instruct"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1581367,"stars":651,"citations":0,"updatedAt":"2025-07-10T10:12:37.000Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-large-instruct","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-large-instruct","disabled":false,"provider":"huggingface","repoType":"model","revision":"274baa43b0e13e37fafa6428dbc7938e62e5c439","fetchedAt":"2026-10-21T03:30:19.891Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:48:46.193Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":19,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":19,"publicDownloadableFileCount":null,"externalFileCount":19,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1581367,"upstreamStars":651,"label":"1.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-large-instruct"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-large-instruct","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":19},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-multilingual-e5-large-instruct/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":379.9,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (e5, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"intfloat/multilingual-e5-large-instruct"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-large-instruct","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-nomic-ai-nomic-embed-text-v2-moe","owner":"nomic-ai","name":"nomic-embed-text-v2-moe","repo":"nomic-ai/nomic-embed-text-v2-moe","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nomic-ai/nomic-embed-text-v2-moe · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"nomic-ai","sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v2-moe","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","nomic_bert","sentence-similarity","feature-extraction","custom_code","en","es","fr","de","it","pt","pl","nl","tr","ja","vi","ru","id","ar"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2502.07972","2205.13147"],"repoType":"model","baseModel":"","languages":["en","es","fr","de","it","pt","pl","nl","tr","ja","vi","ru"],"sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v2-moe","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en es fr de it pt pl nl tr ja vi ru safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","es","fr","de","it","pt","pl","nl","tr","ja","vi","ru","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":1901187232,"mirrorCount":1,"downloadCount":796961,"stars":510,"citations":0,"updatedAt":"2025-04-01T13:38:53.000Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"nomic-ai/nomic-embed-text-v2-moe","private":false,"repoUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v2-moe","disabled":false,"provider":"huggingface","repoType":"model","revision":"1066b6599d099fbb93dfcb64f9c37a7c9e503e85","fetchedAt":"2026-10-21T03:29:59.126Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:51:13.074Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":12,"publicDownloadableFileCount":null,"externalFileCount":12,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":796961,"upstreamStars":510,"label":"797K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nomic-ai/nomic-embed-text-v2-moe"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: nomic-ai/nomic-embed-text-v2-moe","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-nomic-ai-nomic-embed-text-v2-moe/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":373.6,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nomic-ai/nomic-embed-text-v2-moe"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v2-moe","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v2-moe/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-snowflake-snowflake-arctic-embed-l-v2-0","owner":"Snowflake","name":"snowflake-arctic-embed-l-v2.0","repo":"Snowflake/snowflake-arctic-embed-l-v2.0","type":"embedding","summary":"Model from Hugging Face for sentence similarity: Snowflake/snowflake-arctic-embed-l-v2.0 · sentence transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":10583012919,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Snowflake","sourceUrl":"https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"pending","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","xlm-roberta","feature-extraction","sentence-similarity","mteb","arctic","snowflake-arctic-embed","transformers.js","af","ar","az","be","bg","bn","ca","ceb","cs","cy"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","onnx_data","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2412.04506"],"repoType":"model","baseModel":"","languages":["af","ar","az","be","bg","bn","ca","ceb","cs","cy","da","de"],"sourceUrl":"https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0","evalResults":[{"task":"Classification","score":"67.039","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"55.1806","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"73.41149999999999","metric":"f1_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"17.9914","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"17.9914","metric":"ap_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"67.039","metric":"main_score","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"65.59700000000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"60.244299999999996","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.9975","metric":"f1_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"29.762100000000004","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"29.762100000000004","metric":"ap_weighted","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"65.59700000000001","metric":"main_score","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"}],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model af ar az be bg bn ca ceb cs cy da de snowflake-arctic-embed-l-v2.0 onnx safetensors transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","af","ar","az","be","bg","bn","ca","ceb","cs","cy","da","de","snowflake-arctic-embed-l-v2.0","onnx","safetensors","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.MD","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx_data","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_bnb4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_int8.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4f16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_uint8.onnx","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["snowflake-arctic-embed-l-v2.0"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":10583012919,"sizeKnown":true,"sizeLabel":"9.9 GB","sizeReason":"","declaredSizeBytes":10583012919,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":903356,"stars":262,"citations":0,"updatedAt":"2025-07-28T14:00:58.000Z","createdAt":"2026-06-29T22:20:17.917Z","version":"hf-main","upstream":{"gated":false,"repoId":"Snowflake/snowflake-arctic-embed-l-v2.0","private":false,"repoUrl":"https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0","disabled":false,"provider":"huggingface","repoType":"model","revision":"ac6544c8a46e00af67e330e85a9028c66b8cfd9a","fetchedAt":"2026-10-21T03:31:00.184Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-14T07:26:04.010Z","mirroredBy":"mirror-batch-worker","totalFiles":22,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":13,"publicDownloadableFileCount":null,"externalFileCount":13,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":10583012919,"label":"9.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":903356,"upstreamStars":262,"label":"903K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Snowflake/snowflake-arctic-embed-l-v2.0"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Snowflake/snowflake-arctic-embed-l-v2.0"],"gaps":["Scan: pending","Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":13},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-snowflake-snowflake-arctic-embed-l-v2-0/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1627,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.MD","sizeBytes":250250,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":250951,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"onnx/model.onnx","sizeBytes":702280,"format":"onnx","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"onnx/model.onnx_data","sizeBytes":2266886160,"format":"onnx_data","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":364.77,"semanticReasons":["summary:sentence","taxonomy:embedding","taxonomy:sentence","tags:sentence","modelCard:embedding","modelCard:sentence","intent:RAG and semantic retrieval (sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Snowflake/snowflake-arctic-embed-l-v2.0"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-snowflake-snowflake-arctic-embed-l-v2-0","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-snowflake-snowflake-arctic-embed-l-v2-0/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-qdrant-all-minilm-l6-v2-onnx","owner":"Qdrant","name":"all-MiniLM-L6-v2-onnx","repo":"Qdrant/all-MiniLM-L6-v2-onnx","type":"embedding","summary":"Model from Hugging Face: Qdrant/all-MiniLM-L6-v2-onnx","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"Qdrant","sourceUrl":"https://huggingface.co/Qdrant/all-MiniLM-L6-v2-onnx","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","onnx","bert","feature-extraction","sentence-similarity","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us"],"task":"sentence-similarity","modality":"text","framework":"transformers","formats":["gitattributes","md","json","onnx","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":90387630,"mirrorCount":1,"downloadCount":1209516,"stars":7,"citations":0,"updatedAt":"2026-07-31T02:30:59.887Z","createdAt":"2026-06-29T22:20:07.741Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qdrant/all-MiniLM-L6-v2-onnx","private":false,"repoUrl":"https://huggingface.co/Qdrant/all-MiniLM-L6-v2-onnx","disabled":false,"provider":"huggingface","repoType":"model","revision":"5f1b8cd78bc4fb444dd171e59b18f3a3af89a079","fetchedAt":"2026-06-30T01:50:32.065Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:30:59.887Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":7,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":7,"publicDownloadableFileCount":null,"externalFileCount":7,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1209516,"upstreamStars":7,"label":"1.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qdrant/all-MiniLM-L6-v2-onnx"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qdrant/all-MiniLM-L6-v2-onnx","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":7},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qdrant-all-minilm-l6-v2-onnx/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":349,"semanticReasons":["taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","intent:RAG and semantic retrieval (minilm, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qdrant/all-MiniLM-L6-v2-onnx"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-qdrant-all-minilm-l6-v2-onnx","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qdrant-all-minilm-l6-v2-onnx/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-qdrant-bge-small-en-v1-5-onnx-q","owner":"Qdrant","name":"bge-small-en-v1.5-onnx-Q","repo":"Qdrant/bge-small-en-v1.5-onnx-Q","type":"embedding","summary":"Model from Hugging Face: Qdrant/bge-small-en-v1.5-onnx-Q","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"Qdrant","sourceUrl":"https://huggingface.co/Qdrant/bge-small-en-v1.5-onnx-Q","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","onnx","bert","feature-extraction","sentence-similarity","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us"],"task":"sentence-similarity","modality":"text","framework":"transformers","formats":["gitattributes","md","json","onnx","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":66465124,"mirrorCount":1,"downloadCount":799638,"stars":2,"citations":0,"updatedAt":"2026-07-31T02:31:43.938Z","createdAt":"2026-06-29T22:20:37.520Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qdrant/bge-small-en-v1.5-onnx-Q","private":false,"repoUrl":"https://huggingface.co/Qdrant/bge-small-en-v1.5-onnx-Q","disabled":false,"provider":"huggingface","repoType":"model","revision":"52398278842ec682c6f32300af41344b1c0b0bb2","fetchedAt":"2026-06-30T01:51:54.650Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T02:31:43.938Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":8,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":8,"publicDownloadableFileCount":null,"externalFileCount":8,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":799638,"upstreamStars":2,"label":"800K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qdrant/bge-small-en-v1.5-onnx-Q"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qdrant/bge-small-en-v1.5-onnx-Q","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":8},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qdrant-bge-small-en-v1-5-onnx-q/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":348.71,"semanticReasons":["taxonomy:embedding","taxonomy:sentence","tags:embedding","tags:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qdrant/bge-small-en-v1.5-onnx-Q"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-qdrant-bge-small-en-v1-5-onnx-q","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qdrant-bge-small-en-v1-5-onnx-q/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-small-zh-v1-5","owner":"BAAI","name":"bge-small-zh-v1.5","repo":"BAAI/bge-small-zh-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-small-zh-v1.5 · transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":192250118,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-small-zh-v1.5","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","safetensors","bert","feature-extraction","zh","arxiv:2310.07554","arxiv:2309.07597","license:mit","text-embeddings-inference","endpoints_compatible","region:us","deploy:azure","embedding"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","json","md","safetensors","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["zh"],"sourceUrl":"https://huggingface.co/BAAI/bge-small-zh-v1.5","evalResults":[],"libraryName":"transformers","licenseLink":"","licenseName":"","pipelineTag":"feature-extraction","cardDataKeys":["language","license"],"semanticText":"feature-extraction transformers embedding model zh safetensors text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","zh","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":192250118,"sizeKnown":true,"sizeLabel":"183.3 MB","sizeReason":"","declaredSizeBytes":192250118,"defaultDownloadBytes":191670281,"mirrorCount":1,"downloadCount":4686160,"stars":158,"citations":0,"updatedAt":"2023-10-12T03:35:59.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-7999e1d","upstream":{"gated":false,"repoId":"BAAI/bge-small-zh-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-small-zh-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"7999e1d3359715c523056ef9478215996d62a620","fetchedAt":"2026-10-21T03:29:28.856Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-07-11T06:35:29.768Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T12:41:25.279Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":13,"publicDownloadableFileCount":null,"externalFileCount":13,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":192250118,"label":"183.3 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4686160,"upstreamStars":158,"label":"4.7M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-zh-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-small-zh-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":13},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-small-zh-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":27670,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":null}],"semanticScore":348.1,"semanticReasons":["taxonomy:embedding","tags:embedding","modelCard:embedding","files:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-small-zh-v1.5"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-zh-v1-5","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-zh-v1-5/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-base-en","owner":"BAAI","name":"bge-base-en","repo":"BAAI/bge-base-en","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-base-en · transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1313746374,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-base-en","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","onnx","safetensors","bert","feature-extraction","mteb","en","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","region:us","embedding","bge-base-en"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","json","md","safetensors","onnx","txt","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-base-en","evalResults":[{"task":"Classification","score":"75.73134328358209","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.97277232632892","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.81740361139785","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.56522500000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"88.88821771869553","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.54817512659696","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"46.91","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.28536394320311","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"38.834","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"53.564","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"54.230000000000004","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"54.235","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction transformers embedding model en bge-base-en onnx safetensors text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","en","bge-base-en","onnx","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":190},{"lfs":false,"path":"README.md","sizeBytes":90069},{"lfs":false,"path":"config.json","sizeBytes":719},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":124},{"lfs":true,"path":"model.safetensors","sizeBytes":437955512},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"onnx/config.json","sizeBytes":707},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":435811540},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":695},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":1242},{"lfs":false,"path":"onnx/vocab.txt","sizeBytes":231508},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":437997357},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":52},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":366},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["bge-base-en"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1313746374,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1313746374,"defaultDownloadBytes":1311764409,"mirrorCount":1,"downloadCount":874883,"stars":61,"citations":0,"updatedAt":"2026-07-29T23:15:42.302Z","createdAt":"2026-06-29T22:20:17.917Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-base-en","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-base-en","disabled":false,"provider":"huggingface","repoType":"model","revision":"b737bf5dcc6ee8bdc530531266b4804a5d77b5d8","fetchedAt":"2026-07-29T22:21:13.852Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"unknown","mirroredAt":"2026-07-29T23:15:42.302Z","mirroredBy":"mirror-batch-worker","totalFiles":19,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":18,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":18,"publicDownloadableFileCount":null,"externalFileCount":18,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1313746374,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":874883,"upstreamStars":61,"label":"875K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-base-en"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-base-en","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":18},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-base-en/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"semanticScore":347.93,"semanticReasons":["taxonomy:embedding","tags:embedding","modelCard:embedding","files:sentence","intent:RAG and semantic retrieval (bge, sentence)"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-base-en"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-base-en","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en/metadata.json"},{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-cambridgeltl-sapbert-from-pubmedbert-fulltext","owner":"cambridgeltl","name":"SapBERT-from-PubMedBERT-fulltext","repo":"cambridgeltl/SapBERT-from-PubMedBERT-fulltext","type":"embedding","summary":"Model from Hugging Face for feature extraction: cambridgeltl/SapBERT-from-PubMedBERT-fulltext · transformers","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1752326667,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cambridgeltl","sourceUrl":"https://huggingface.co/cambridgeltl/SapBERT-from-PubMedBERT-fulltext","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","pytorch","tf","jax","safetensors","bert","feature-extraction","biomedical","lexical semantics","bionlp","biology","science","embedding","entity linking","en","arxiv:2010.11784","license:apache-2.0","endpoints_compatible","region:us"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","md","json","msgpack","safetensors","bin","h5","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2010.11784"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cambridgeltl/SapBERT-from-PubMedBERT-fulltext","evalResults":[],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","tags"],"semanticText":"feature-extraction transformers embedding model en safetensors","semanticTerms":["feature-extraction","transformers","embedding","model","en","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"README.md","sizeBytes":4084},{"lfs":false,"path":"config.json","sizeBytes":462},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":437936109},{"lfs":true,"path":"model.safetensors","sizeBytes":437955508},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":438012727},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":112},{"lfs":true,"path":"tf_model.h5","sizeBytes":438190872},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":198},{"lfs":false,"path":"vocab.txt","sizeBytes":226150}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":1752326667,"sizeKnown":true,"sizeLabel":"1.6 GB","sizeReason":"","declaredSizeBytes":1752326667,"defaultDownloadBytes":875968235,"mirrorCount":1,"downloadCount":1679168,"stars":75,"citations":0,"updatedAt":"2026-07-31T01:29:52.066Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-main","upstream":{"gated":false,"repoId":"cambridgeltl/SapBERT-from-PubMedBERT-fulltext","private":false,"repoUrl":"https://huggingface.co/cambridgeltl/SapBERT-from-PubMedBERT-fulltext","disabled":false,"provider":"huggingface","repoType":"model","revision":"090663c3ae57bf35ffe4d0d468a2a88d03051a4d","fetchedAt":"2026-07-29T22:21:48.289Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:29:52.066Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":"2026-10-21T09:02:44.503Z","stale":false,"downloadReady":null,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"mirrorCompletion":{"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hostingStatus":"unknown","hosted":null,"fileCount":9,"publicDownloadableFileCount":null,"externalFileCount":9,"servingCountsRefreshedAt":"2026-10-21T09:02:44.503Z","servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1752326667,"label":"1.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1679168,"upstreamStars":75,"label":"1.7M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"cambridgeltl/SapBERT-from-PubMedBERT-fulltext"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: cambridgeltl/SapBERT-from-PubMedBERT-fulltext","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":9},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-cambridgeltl-sapbert-from-pubmedbert-fulltext/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":437936109,"format":"msgpack","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"}],"semanticScore":340.6,"semanticReasons":["taxonomy:embedding","tags:embedding","tags:semantic","modelCard:embedding","intent:RAG and semantic retrieval"],"semanticIntents":[{"id":"rag","label":"RAG and semantic retrieval"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"cambridgeltl/SapBERT-from-PubMedBERT-fulltext"}},"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-cambridgeltl-sapbert-from-pubmedbert-fulltext","metadataUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cambridgeltl-sapbert-from-pubmedbert-fulltext/metadata.json"}],"stale":true,"staleSource":"last-known-good","snapshotAt":"2026-10-21T09:03:50.052Z","staleAgeMs":1778408,"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}