{"schemaVersion":"hugging-bay.publisher-profile.v1","generatedAt":"2026-10-28T18:09:09.142Z","namespace":"KaLM-Embedding","displayName":"KaLM-Embedding","claimed":false,"applicationStatus":null,"stats":{"artifacts":3,"publicArtifacts":3,"gatedArtifacts":0,"hostedArtifacts":0,"hostedFiles":0,"externalFiles":103,"totalFiles":103,"downloads":3907,"stars":72,"updatedAt":"2026-09-24T23:43:39.996Z","reviewQualification":"self-reported-unqualified","reviewTrustImpact":"none"},"topArtifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-28T17:08:52.442Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-28T17:08:52.442Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5","owner":"KaLM-Embedding","name":"KaLM-embedding-multilingual-mini-instruct-v2.5","repo":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5 · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for ranking text against a query.","confidence":"medium","task":"text-ranking","audience":null,"basis":"recorded-metadata","rules":["task:text-ranking","tag:ranking"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"reranking"},{"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":1995483876,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KaLM-Embedding","sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","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","sentence-transformers","safetensors","qwen2","retrieval","sts","classification","clustering","reranking","vllm","feature-extraction","custom_code","en","zh","dataset:hit-tmg/kalm-embedding-pretrain-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","arxiv:2506.20923","arxiv:2501.01028","base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","license:apache-2.0"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","jpg","txt","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["HIT-TMG/KaLM-embedding-pretrain-data","KaLM-Embedding/KaLM-embedding-finetuning-data"],"paperIds":["2506.20923","2501.01028"],"repoType":"model","baseModel":"","languages":["en","zh"],"sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en zh hit-tmg/kalm-embedding-pretrain-data kalm-embedding/kalm-embedding-finetuning-data safetensors retrieval reranking dataset:hit-tmg/kalm-embedding-pretrain-data dataset:kalm-embedding/kalm-embedding-finetuning-data base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2 base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2 text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","zh","hit-tmg/kalm-embedding-pretrain-data","kalm-embedding/kalm-embedding-finetuning-data","safetensors","retrieval","reranking","dataset:hit-tmg/kalm-embedding-pretrain-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2037},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":9713},{"lfs":false,"path":"added_tokens.json","sizeBytes":80},{"lfs":false,"path":"config.json","sizeBytes":759},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":320},{"lfs":true,"path":"imgs/archi.jpg","sizeBytes":151566},{"lfs":true,"path":"imgs/logo.jpg","sizeBytes":162210},{"lfs":true,"path":"imgs/matry.jpg","sizeBytes":437636},{"lfs":true,"path":"imgs/mteb_cmn.jpg","sizeBytes":440752},{"lfs":true,"path":"imgs/mteb_eng.jpg","sizeBytes":575423},{"lfs":true,"path":"imgs/ood.jpg","sizeBytes":385871},{"lfs":true,"path":"imgs/overall.jpg","sizeBytes":761818},{"lfs":true,"path":"imgs/perf.jpg","sizeBytes":459938},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":1976161736},{"lfs":false,"path":"modeling.py","sizeBytes":63468},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":55},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":370},{"lfs":true,"path":"tokenizer.json","sizeBytes":11419302},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1491},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":1995483876,"sizeKnown":true,"sizeLabel":"1.9 GB","sizeReason":"","declaredSizeBytes":1995483876,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":3779,"stars":68,"citations":0,"updatedAt":"2026-08-29T07:18:02.429Z","createdAt":"2026-06-30T02:06:16.791Z","version":"hf-main","upstream":{"gated":false,"repoId":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","private":false,"repoUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"52c687bbe81a62a223c924698b787ec05c9a978a","fetchedAt":"2026-08-29T07:10:29.388Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-08-29T07:18:02.429Z","mirroredBy":"mirror-batch-worker","totalFiles":23,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":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":23,"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":"blocked","hosted":false,"fileCount":23,"publicDownloadableFileCount":0,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1995483876,"label":"1.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3779,"upstreamStars":68,"label":"3.8K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5"},{"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: KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":23,"totalFiles":23},"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-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":2037,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T17:08:52.442Z","evidence_url":"/api/manifests/hf-model-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5"}},"topTypes":[{"type":"llm","count":2},{"type":"embedding","count":1}],"topLicenses":[{"license":"apache-2.0","count":3}],"sourceCounts":[{"source":"huggingface","count":3}],"worksWith":[],"links":{"web":"https://huggingbay.xyz/publishers/KaLM-Embedding","api":"https://huggingbay.xyz/api/publishers/KaLM-Embedding","artifacts":"https://huggingbay.xyz/api/artifacts?summary=1&owner=KaLM-Embedding&limit=50","apply":"https://huggingbay.xyz/publishers/apply"},"artifacts":[{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-28T17:08:52.442Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-28T17:08:52.442Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5","owner":"KaLM-Embedding","name":"KaLM-embedding-multilingual-mini-instruct-v2.5","repo":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5 · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for ranking text against a query.","confidence":"medium","task":"text-ranking","audience":null,"basis":"recorded-metadata","rules":["task:text-ranking","tag:ranking"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"reranking"},{"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":1995483876,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KaLM-Embedding","sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","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","sentence-transformers","safetensors","qwen2","retrieval","sts","classification","clustering","reranking","vllm","feature-extraction","custom_code","en","zh","dataset:hit-tmg/kalm-embedding-pretrain-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","arxiv:2506.20923","arxiv:2501.01028","base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","license:apache-2.0"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","jpg","txt","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["HIT-TMG/KaLM-embedding-pretrain-data","KaLM-Embedding/KaLM-embedding-finetuning-data"],"paperIds":["2506.20923","2501.01028"],"repoType":"model","baseModel":"","languages":["en","zh"],"sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en zh hit-tmg/kalm-embedding-pretrain-data kalm-embedding/kalm-embedding-finetuning-data safetensors retrieval reranking dataset:hit-tmg/kalm-embedding-pretrain-data dataset:kalm-embedding/kalm-embedding-finetuning-data base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2 base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2 text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","zh","hit-tmg/kalm-embedding-pretrain-data","kalm-embedding/kalm-embedding-finetuning-data","safetensors","retrieval","reranking","dataset:hit-tmg/kalm-embedding-pretrain-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","base_model:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","base_model:finetune:hit-tmg/kalm-embedding-multilingual-mini-instruct-v2","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2037},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":9713},{"lfs":false,"path":"added_tokens.json","sizeBytes":80},{"lfs":false,"path":"config.json","sizeBytes":759},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":320},{"lfs":true,"path":"imgs/archi.jpg","sizeBytes":151566},{"lfs":true,"path":"imgs/logo.jpg","sizeBytes":162210},{"lfs":true,"path":"imgs/matry.jpg","sizeBytes":437636},{"lfs":true,"path":"imgs/mteb_cmn.jpg","sizeBytes":440752},{"lfs":true,"path":"imgs/mteb_eng.jpg","sizeBytes":575423},{"lfs":true,"path":"imgs/ood.jpg","sizeBytes":385871},{"lfs":true,"path":"imgs/overall.jpg","sizeBytes":761818},{"lfs":true,"path":"imgs/perf.jpg","sizeBytes":459938},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":1976161736},{"lfs":false,"path":"modeling.py","sizeBytes":63468},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":55},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":370},{"lfs":true,"path":"tokenizer.json","sizeBytes":11419302},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1491},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":1995483876,"sizeKnown":true,"sizeLabel":"1.9 GB","sizeReason":"","declaredSizeBytes":1995483876,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":3779,"stars":68,"citations":0,"updatedAt":"2026-08-29T07:18:02.429Z","createdAt":"2026-06-30T02:06:16.791Z","version":"hf-main","upstream":{"gated":false,"repoId":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","private":false,"repoUrl":"https://huggingface.co/KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"52c687bbe81a62a223c924698b787ec05c9a978a","fetchedAt":"2026-08-29T07:10:29.388Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-08-29T07:18:02.429Z","mirroredBy":"mirror-batch-worker","totalFiles":23,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":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":23,"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":"blocked","hosted":false,"fileCount":23,"publicDownloadableFileCount":0,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1995483876,"label":"1.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3779,"upstreamStars":68,"label":"3.8K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5"},{"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: KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":23,"totalFiles":23},"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-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":2037,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T17:08:52.442Z","evidence_url":"/api/manifests/hf-model-kalm-embedding-kalm-embedding-multilingual-mini-instruct-v2-5"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1605574173,"readinessCheckedAt":"2026-10-28T18:03:07.715Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1605574173,"readinessCheckedAt":"2026-10-28T18:03:07.715Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-kalm-embedding-kalm-reranker-v1-nano-r2","owner":"KaLM-Embedding","name":"KaLM-Reranker-V1-Nano-R2","repo":"KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","type":"llm","summary":"Model from Hugging Face for text ranking: KaLM-Embedding/KaLM-Reranker-V1-Nano-R2 · sentence transformers","cardDescription":"Ranks search results by how closely they match a query.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for ranking text against a query.","confidence":"medium","task":"text-ranking","audience":null,"basis":"recorded-metadata","rules":["task:text-ranking","tag:ranking"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"reranker"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1607845459,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KaLM-Embedding","sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","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","t5gemma2","text2text-generation","transformers","reranker","encoder-decoder","fbnl","matryoshka","multilingual","retrieval","rag","text-ranking","dataset:kalm-embedding/kalm-reranker-training-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","dataset:shitao/bge-m3-data","arxiv:2606.22807","arxiv:2506.20923","arxiv:2501.01028","base_model:google/t5gemma-2-270m-270m"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","jpg","json","py","safetensors","jsonl","sh"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["KaLM-Embedding/KaLM-reranker-training-data","KaLM-Embedding/KaLM-embedding-finetuning-data","Shitao/bge-m3-data"],"paperIds":["2606.22807","2506.20923","2501.01028"],"repoType":"model","baseModel":"","languages":["multilingual"],"sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model multilingual kalm-embedding/kalm-reranker-training-data kalm-embedding/kalm-embedding-finetuning-data shitao/bge-m3-data safetensors transformers reranker retrieval rag dataset:kalm-embedding/kalm-reranker-training-data dataset:kalm-embedding/kalm-embedding-finetuning-data","semanticTerms":["text-ranking","sentence-transformers","llm","model","multilingual","kalm-embedding/kalm-reranker-training-data","kalm-embedding/kalm-embedding-finetuning-data","shitao/bge-m3-data","safetensors","transformers","reranker","retrieval","rag","dataset:kalm-embedding/kalm-reranker-training-data","dataset:kalm-embedding/kalm-embedding-finetuning-data"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2074},{"lfs":false,"path":"README.md","sizeBytes":23165},{"lfs":true,"path":"assets/ablation.jpg","sizeBytes":244388},{"lfs":true,"path":"assets/beir.jpg","sizeBytes":363657},{"lfs":true,"path":"assets/framework.jpg","sizeBytes":127677},{"lfs":true,"path":"assets/lmeb.jpg","sizeBytes":278498},{"lfs":true,"path":"assets/lmeb_emb.jpg","sizeBytes":174104},{"lfs":true,"path":"assets/miracl.jpg","sizeBytes":347676},{"lfs":true,"path":"assets/template.jpg","sizeBytes":189259},{"lfs":true,"path":"assets/test-time-compute.jpg","sizeBytes":318851},{"lfs":true,"path":"assets/training.jpg","sizeBytes":104759},{"lfs":false,"path":"config.json","sizeBytes":6104},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":341},{"lfs":false,"path":"generation_config.json","sizeBytes":190},{"lfs":false,"path":"kalm_cross_encoder.py","sizeBytes":10752},{"lfs":false,"path":"kalm_cross_encoder_config.json","sizeBytes":263},{"lfs":false,"path":"kalm_reranker.py","sizeBytes":11253},{"lfs":false,"path":"kalm_reranker_utils.py","sizeBytes":7603},{"lfs":true,"path":"model.safetensors","sizeBytes":1572182264},{"lfs":false,"path":"modules.json","sizeBytes":115},{"lfs":true,"path":"tokenizer.json","sizeBytes":33384387},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":772},{"lfs":false,"path":"vllm_support/README.md","sizeBytes":7180},{"lfs":false,"path":"vllm_support/examples/call_online_api.py","sizeBytes":109}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":1607845459,"sizeKnown":true,"sizeLabel":"1.5 GB","sizeReason":"","declaredSizeBytes":1607845459,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":80,"stars":2,"citations":0,"updatedAt":"2026-09-24T15:20:32.516Z","createdAt":"2026-09-24T15:16:09.422Z","version":"hf-main","upstream":{"gated":false,"repoId":"KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","private":false,"repoUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","disabled":false,"provider":"huggingface","repoType":"model","revision":"32b242bb7fd7ad6fd404154c09560d249ffe017f","fetchedAt":"2026-09-24T15:16:09.420Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T15:20:32.516Z","mirroredBy":"mirror-batch-worker","totalFiles":40,"hostedFiles":7,"mirroredBytes":1605574173,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":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":40,"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":"hosted","hosted":true,"fileCount":40,"publicDownloadableFileCount":7,"externalFileCount":40,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1607845459,"label":"1.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":80,"upstreamStars":2,"label":"80 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"KaLM-Embedding/KaLM-Reranker-V1-Nano-R2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/40 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: KaLM-Embedding/KaLM-Reranker-V1-Nano-R2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/40 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":33,"totalFiles":40},"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-kalm-embedding-kalm-reranker-v1-nano-r2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":2074,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":23165,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/ablation.jpg","sizeBytes":244388,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/beir.jpg","sizeBytes":363657,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/framework.jpg","sizeBytes":127677,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KaLM-Embedding/KaLM-Reranker-V1-Nano-R2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T18:03:07.715Z","evidence_url":"/api/manifests/hf-model-kalm-embedding-kalm-reranker-v1-nano-r2"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":4265498337,"readinessCheckedAt":"2026-10-28T18:03:07.716Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":4265498337,"readinessCheckedAt":"2026-10-28T18:03:07.716Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-kalm-embedding-kalm-reranker-v1-small-r2","owner":"KaLM-Embedding","name":"KaLM-Reranker-V1-Small-R2","repo":"KaLM-Embedding/KaLM-Reranker-V1-Small-R2","type":"llm","summary":"Model from Hugging Face for text ranking: KaLM-Embedding/KaLM-Reranker-V1-Small-R2 · sentence transformers","cardDescription":"Ranks search results by how closely they match a query.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for ranking text against a query.","confidence":"medium","task":"text-ranking","audience":null,"basis":"recorded-metadata","rules":["task:text-ranking","tag:ranking"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"reranker"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4267769645,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KaLM-Embedding","sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Small-R2","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","t5gemma2","text2text-generation","transformers","reranker","encoder-decoder","fbnl","matryoshka","multilingual","retrieval","rag","text-ranking","dataset:kalm-embedding/kalm-reranker-training-data","dataset:kalm-embedding/kalm-embedding-finetuning-data","dataset:shitao/bge-m3-data","arxiv:2606.22807","arxiv:2506.20923","arxiv:2501.01028","base_model:google/t5gemma-2-1b-1b"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","jpg","json","py","safetensors","jsonl","sh"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["KaLM-Embedding/KaLM-reranker-training-data","KaLM-Embedding/KaLM-embedding-finetuning-data","Shitao/bge-m3-data"],"paperIds":["2606.22807","2506.20923","2501.01028"],"repoType":"model","baseModel":"","languages":["multilingual"],"sourceUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Small-R2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model multilingual kalm-embedding/kalm-reranker-training-data kalm-embedding/kalm-embedding-finetuning-data shitao/bge-m3-data safetensors transformers reranker retrieval rag dataset:kalm-embedding/kalm-reranker-training-data dataset:kalm-embedding/kalm-embedding-finetuning-data","semanticTerms":["text-ranking","sentence-transformers","llm","model","multilingual","kalm-embedding/kalm-reranker-training-data","kalm-embedding/kalm-embedding-finetuning-data","shitao/bge-m3-data","safetensors","transformers","reranker","retrieval","rag","dataset:kalm-embedding/kalm-reranker-training-data","dataset:kalm-embedding/kalm-embedding-finetuning-data"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2074},{"lfs":false,"path":"README.md","sizeBytes":23170},{"lfs":true,"path":"assets/ablation.jpg","sizeBytes":244388},{"lfs":true,"path":"assets/beir.jpg","sizeBytes":363657},{"lfs":true,"path":"assets/framework.jpg","sizeBytes":127677},{"lfs":true,"path":"assets/lmeb.jpg","sizeBytes":278498},{"lfs":true,"path":"assets/lmeb_emb.jpg","sizeBytes":174104},{"lfs":true,"path":"assets/miracl.jpg","sizeBytes":347676},{"lfs":true,"path":"assets/template.jpg","sizeBytes":189259},{"lfs":true,"path":"assets/test-time-compute.jpg","sizeBytes":318851},{"lfs":true,"path":"assets/training.jpg","sizeBytes":104759},{"lfs":false,"path":"config.json","sizeBytes":6548},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":341},{"lfs":false,"path":"generation_config.json","sizeBytes":190},{"lfs":false,"path":"kalm_cross_encoder.py","sizeBytes":10752},{"lfs":false,"path":"kalm_cross_encoder_config.json","sizeBytes":263},{"lfs":false,"path":"kalm_reranker.py","sizeBytes":11253},{"lfs":false,"path":"kalm_reranker_utils.py","sizeBytes":7603},{"lfs":true,"path":"model.safetensors","sizeBytes":4232105984},{"lfs":false,"path":"modules.json","sizeBytes":115},{"lfs":true,"path":"tokenizer.json","sizeBytes":33384387},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":772},{"lfs":false,"path":"vllm_support/README.md","sizeBytes":7196},{"lfs":false,"path":"vllm_support/examples/call_online_api.py","sizeBytes":109}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":4267769645,"sizeKnown":true,"sizeLabel":"4.0 GB","sizeReason":"","declaredSizeBytes":4267769645,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":48,"stars":2,"citations":0,"updatedAt":"2026-09-24T23:43:39.996Z","createdAt":"2026-09-24T23:38:54.441Z","version":"hf-main","upstream":{"gated":false,"repoId":"KaLM-Embedding/KaLM-Reranker-V1-Small-R2","private":false,"repoUrl":"https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Small-R2","disabled":false,"provider":"huggingface","repoType":"model","revision":"68b74f09ff2ab5df9b9a9a48c812a81aaff8815e","fetchedAt":"2026-09-24T23:38:54.439Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T23:43:39.996Z","mirroredBy":"mirror-batch-worker","totalFiles":40,"hostedFiles":7,"mirroredBytes":4265498337,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":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":40,"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":"hosted","hosted":true,"fileCount":40,"publicDownloadableFileCount":7,"externalFileCount":40,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4267769645,"label":"4.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":48,"upstreamStars":2,"label":"48 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"KaLM-Embedding/KaLM-Reranker-V1-Small-R2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/40 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: KaLM-Embedding/KaLM-Reranker-V1-Small-R2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/40 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":33,"totalFiles":40},"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-kalm-embedding-kalm-reranker-v1-small-r2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":2074,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":23170,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/ablation.jpg","sizeBytes":244388,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/beir.jpg","sizeBytes":363657,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"assets/framework.jpg","sizeBytes":127677,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KaLM-Embedding/KaLM-Reranker-V1-Small-R2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T18:03:07.716Z","evidence_url":"/api/manifests/hf-model-kalm-embedding-kalm-reranker-v1-small-r2"},"lastKnownAnswer":"Ready to download"}],"guidance":["Use publisher profiles to find official namespace releases and likely maintainers.","Claim status is a Hugging Bay namespace signal, not proof of upstream ownership unless verification is explicit.","Use hosted/downloadable rows plus manifests for automated downloads."],"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."}}