{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T19:00:33.940Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-yinzhiping-all-minilm-l6-v2","repo":"YINzhiping/all-MiniLM-L6-v2","artifact":{"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-yinzhiping-all-minilm-l6-v2","owner":"YINzhiping","name":"all-MiniLM-L6-v2","repo":"YINzhiping/all-MiniLM-L6-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: YINzhiping/all-MiniLM-L6-v2 · 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 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":976948668,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"YINzhiping","sourceUrl":"https://huggingface.co/YINzhiping/all-MiniLM-L6-v2","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","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/YINzhiping/all-MiniLM-L6-v2","evalResults":[],"libraryName":"sentence-transformers","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":1229},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":190},{"lfs":false,"path":"README.md","sizeBytes":10454},{"lfs":false,"path":"config.json","sizeBytes":612},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":116},{"lfs":false,"path":"data_config.json","sizeBytes":39265},{"lfs":true,"path":"model.safetensors","sizeBytes":90868376},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":90405214},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":90360328},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":90326566},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":90326497},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":45212349},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":23026053},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":23026053},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":23026053},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":23046789},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":90265744},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":211315},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":22933664},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":368006},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":90888945},{"lfs":true,"path":"rust_model.ot","sizeBytes":90887379},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":976948668,"sizeKnown":true,"sizeLabel":"931.7 MB","sizeReason":"","declaredSizeBytes":976948668,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":88,"stars":0,"citations":0,"updatedAt":"2026-09-24T10:31:40.421Z","createdAt":"2026-09-24T10:31:01.714Z","version":"hf-main","upstream":{"gated":false,"repoId":"YINzhiping/all-MiniLM-L6-v2","private":false,"repoUrl":"https://huggingface.co/YINzhiping/all-MiniLM-L6-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"84d7442b8899d90a407c118c20187de51d68d6fe","fetchedAt":"2026-09-24T10:31:01.712Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-24T10:31:40.421Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_8a88f54c301a6c20f4072a3c4b8f3778a6637713dad83cbf408501961259892a","artifactId":"hf-model-yinzhiping-all-minilm-l6-v2","representationId":"rep-9df29ecf7d1ebaf4b3a65fed95dbec55df429af7ffce24abe41937f99f8938b6","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-9df29ecf7d1ebaf4b3a65fed95dbec55df429af7ffce24abe41937f99f8938b6","artifactId":"hf-model-yinzhiping-all-minilm-l6-v2","format":"safetensors","source":{"provider":"huggingface","identity":"YINzhiping/all-MiniLM-L6-v2","revision":"84d7442b8899d90a407c118c20187de51d68d6fe","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":612,"sha256":"sha256:953f9c0d463486b10a6871cc2fd59f223b2c70184f49815e7efbcab5d8908b41","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d314e79d7494c8786d5289d1f4c27c21171c4e98220da349694a1188096f6534"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":116,"sha256":"sha256:061ca9d39661d6c6d6de5ba27f79a1cd5770ea247f8d46412a68a498dc5ac9f3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d41607fcb35e776d81f4660c0e0fffd0ad384797f12d7a6cb5e415ae28adff36"},{"path":"model.safetensors","role":"weight","sizeBytes":90868376,"sha256":"sha256:53aa51172d142c89d9012cce15ae4d6cc0ca6895895114379cacb4fab128d9db","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:014b9bcd5e4630e8d9285d88daf39c7f180f4b594bcb54ec660e816997d70b9b"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b215eab03d4dbb91e398971a44499f73465833827783f2bb69b2c545f91044c2"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:fc1993fde0a95c24ec6c022539d41cf6e2f7c9721e5415d6fb6897472a9cd4b7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8f80d4511aedf093198c4495bb76ff99f1a8e93efe94536bc707cb6be3c71d8d"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":112,"sha256":"sha256:303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:23de224d3626a48b4cbe8c2de2c4bd76cf7094a62015862e643435b4ed4f1c80"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":466247,"sha256":"sha256:be50c3628f2bf5bb5e3a7f17b1f74611b2561a3a27eeab05e5aa30f411572037","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ed70289d34068632f3fced36e968da2dec09f430ba503b253898e705aea174ee"},{"path":"tokenizer_config.json","role":"config","sizeBytes":350,"sha256":"sha256:acb92769e8195aabd29b7b2137a9e6d6e25c476a4f15aa4355c233426c61576b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b02d394a2b896ab896f53469fa340c0584227dee9a3219eece7119a3907ced63"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:bf8be2dc2ebf9b5c76ece303366f27a33e42273839b81af45639a2e5233f6f7c","representationDigest":"sha256:594b081db0bc57abcefb80742ef62953865b245ddc694fff375b8a265ccafb01","evidenceSnapshotDigest":"sha256:00f92a867ad97ee0dd0cfe7655f8149bf94621908e7bd3e13cc8bb740b9fd020","evaluatedAt":"2026-09-24T10:31:40.705Z","authorityVersion":"sha256:e73f372724677fcf9ece12ee1a3ec12b2708e50ead25ed50284557a861648347","invalidatedBy":null,"manifestFinal":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":30},"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."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":976948668,"label":"931.7 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":88,"upstreamStars":0,"label":"88 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":"YINzhiping/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: YINzhiping/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":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-yinzhiping-all-minilm-l6-v2/mirrors"}},"sampleFiles":[],"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":"YINzhiping/all-MiniLM-L6-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-yinzhiping-all-minilm-l6-v2"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-yinzhiping-all-minilm-l6-v2/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-yinzhiping-all-minilm-l6-v2","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"YINzhiping/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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: YINzhiping/all-MiniLM-L6-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-yinzhiping-all-minilm-l6-v2/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-yinzhiping-all-minilm-l6-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/distribution"},"supportedClaims":["YINzhiping/all-MiniLM-L6-v2 has 0 self-reported, unqualified Hugging Bay community reviews.","YINzhiping/all-MiniLM-L6-v2 has 0 self-reported run claims; none qualify verification during limited availability.","YINzhiping/all-MiniLM-L6-v2 has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-yinzhiping-all-minilm-l6-v2"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-yinzhiping-all-minilm-l6-v2/agent-bundle"}},"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."}}