{"schemaVersion":"hugging-bay.publisher-profile.v1","generatedAt":"2026-10-30T07:37:17.962Z","namespace":"cross-encoder","displayName":"private-import bulk importer (305 master owners, approved 2026-10-01)","claimed":true,"applicationStatus":null,"stats":{"artifacts":28,"publicArtifacts":28,"gatedArtifacts":0,"hostedArtifacts":0,"hostedFiles":0,"externalFiles":645,"totalFiles":645,"downloads":11711818,"stars":612,"updatedAt":"2026-09-19T07:50:13.514Z","reviewQualification":"self-reported-unqualified","reviewTrustImpact":"none"},"topArtifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":20,"mirroredBytes":711748217,"readinessCheckedAt":"2026-10-30T07:03:21.742Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":20,"mirroredBytes":711748217,"readinessCheckedAt":"2026-10-30T07:03:21.742Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-minilm-l4-v2","owner":"cross-encoder","name":"ms-marco-MiniLM-L4-v2","repo":"cross-encoder/ms-marco-MiniLM-L4-v2","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-MiniLM-L4-v2 · sentence transformers","cardDescription":"Scores how closely a passage matches a search question.","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":"text-ranking"},{"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":750743773,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:cross-encoder/ms-marco-minilm-l12-v2","base_model:quantized:cross-encoder/ms-marco-minilm-l12-v2","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us","llm"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":750743773,"sizeKnown":true,"sizeLabel":"716.0 MB","sizeReason":"","declaredSizeBytes":750743773,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":4028861,"stars":52,"citations":0,"updatedAt":"2025-08-29T14:36:22.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-MiniLM-L4-v2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"777b2f369bc1c2f850df8bd367ed1654bda4497b","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-29T22:56:02.608Z","mirroredBy":"mirror-batch-worker","totalFiles":23,"hostedFiles":20,"mirroredBytes":711748217,"mirroredFiles":20,"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":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":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":20,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":750743773,"label":"716.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4028861,"upstreamStars":52,"label":"4.0M 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":"cross-encoder/ms-marco-MiniLM-L4-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"20/23 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: cross-encoder/ms-marco-MiniLM-L4-v2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 20/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":20,"externalFiles":3,"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-cross-encoder-ms-marco-minilm-l4-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":790,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":76661362,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/ms-marco-MiniLM-L4-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.742Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-minilm-l4-v2"},"lastKnownAnswer":"Ready to download"},"topTypes":[{"type":"llm","count":28}],"topLicenses":[{"license":"apache-2.0","count":28}],"sourceCounts":[{"source":"huggingface","count":28}],"worksWith":[],"links":{"web":"https://huggingbay.xyz/publishers/cross-encoder","api":"https://huggingbay.xyz/api/publishers/cross-encoder","artifacts":"https://huggingbay.xyz/api/artifacts?summary=1&owner=cross-encoder&limit=50","apply":"https://huggingbay.xyz/publishers/apply"},"artifacts":[{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":20,"mirroredBytes":711748217,"readinessCheckedAt":"2026-10-30T07:03:21.742Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":20,"mirroredBytes":711748217,"readinessCheckedAt":"2026-10-30T07:03:21.742Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-minilm-l4-v2","owner":"cross-encoder","name":"ms-marco-MiniLM-L4-v2","repo":"cross-encoder/ms-marco-MiniLM-L4-v2","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-MiniLM-L4-v2 · sentence transformers","cardDescription":"Scores how closely a passage matches a search question.","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":"text-ranking"},{"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":750743773,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:cross-encoder/ms-marco-minilm-l12-v2","base_model:quantized:cross-encoder/ms-marco-minilm-l12-v2","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us","llm"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":750743773,"sizeKnown":true,"sizeLabel":"716.0 MB","sizeReason":"","declaredSizeBytes":750743773,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":4028861,"stars":52,"citations":0,"updatedAt":"2025-08-29T14:36:22.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-MiniLM-L4-v2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"777b2f369bc1c2f850df8bd367ed1654bda4497b","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-29T22:56:02.608Z","mirroredBy":"mirror-batch-worker","totalFiles":23,"hostedFiles":20,"mirroredBytes":711748217,"mirroredFiles":20,"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":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":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":20,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":750743773,"label":"716.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4028861,"upstreamStars":52,"label":"4.0M 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":"cross-encoder/ms-marco-MiniLM-L4-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"20/23 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: cross-encoder/ms-marco-MiniLM-L4-v2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 20/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":20,"externalFiles":3,"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-cross-encoder-ms-marco-minilm-l4-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":790,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":76661362,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/ms-marco-MiniLM-L4-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.742Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-minilm-l4-v2"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:18:00.098Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:18:00.098Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-minilm-l12-v2","owner":"cross-encoder","name":"ms-marco-MiniLM-L12-v2","repo":"cross-encoder/ms-marco-MiniLM-L12-v2","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-MiniLM-L12-v2 · sentence transformers","cardDescription":"Scores how closely a passage matches a search question.","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":"text-ranking"},{"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":1308387974,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:microsoft/minilm-l12-h384-uncased","base_model:quantized:microsoft/minilm-l12-h384-uncased","license:apache-2.0","text-embeddings-inference","endpoints_compatible","deploy:azure","region:us","llm"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L12-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":1308387974,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1308387974,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":2398267,"stars":123,"citations":0,"updatedAt":"2025-08-29T14:37:04.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-MiniLM-L12-v2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L12-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"7b0235231ca2674cb8ca8f022859a6eba2b1c968","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"blocked","mirroredAt":"2026-07-29T23:00:01.944Z","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":1308387974,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2398267,"upstreamStars":123,"label":"2.4M 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":"cross-encoder/ms-marco-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: cross-encoder/ms-marco-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":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-cross-encoder-ms-marco-minilm-l12-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":790,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":133448756,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/ms-marco-MiniLM-L12-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:18:00.098Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-minilm-l12-v2"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":492748252,"readinessCheckedAt":"2026-10-30T07:03:21.729Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":492748252,"readinessCheckedAt":"2026-10-30T07:03:21.729Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-mmarco-mminilmv2-l12-h384-v1","owner":"cross-encoder","name":"mmarco-mMiniLMv2-L12-H384-v1","repo":"cross-encoder/mmarco-mMiniLMv2-L12-H384-v1","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 · sentence transformers","cardDescription":"Scores how closely a passage matches a search question.","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":"text-ranking"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/mmarco-mMiniLMv2-L12-H384-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","xlm-roberta","text-classification","transformers","text-ranking","en","ar","zh","nl","fr","de","hi","in","it","ja","pt"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["unicamp-dl/mmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en","ar","zh","nl","fr","de","hi","in","it","ja","pt","ru"],"sourceUrl":"https://huggingface.co/cross-encoder/mmarco-mMiniLMv2-L12-H384-v1","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en ar zh nl fr de hi in it ja pt ru unicamp-dl/mmarco onnx safetensors transformers text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","ar","zh","nl","fr","de","hi","in","it","ja","pt","ru","unicamp-dl/mmarco","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","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":"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":"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},{"lfs":false,"path":"train_script.py","sizeBytes":0}],"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1516310,"stars":98,"citations":0,"updatedAt":"2025-04-15T08:03:02.000Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/mmarco-mMiniLMv2-L12-H384-v1","private":false,"repoUrl":"https://huggingface.co/cross-encoder/mmarco-mMiniLMv2-L12-H384-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"1427fd652930e4ba29e8149678df786c240d8825","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T01:44:08.717Z","mirroredBy":"mirror-batch-worker","mirroredBytes":492748252,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":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":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":7,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1516310,"upstreamStars":98,"label":"1.5M 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":"cross-encoder/mmarco-mMiniLMv2-L12-H384-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/23 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: cross-encoder/mmarco-mMiniLMv2-L12-H384-v1","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":16,"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-cross-encoder-mmarco-mminilmv2-l12-h384-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"onnx/model.onnx","sizeBytes":0,"format":"onnx","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":"cross-encoder/mmarco-mMiniLMv2-L12-H384-v1"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.729Z","evidence_url":"/api/manifests/hf-model-cross-encoder-mmarco-mminilmv2-l12-h384-v1"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T05:48:44.290Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T05:48:44.290Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-minilm-l2-v2","owner":"cross-encoder","name":"ms-marco-MiniLM-L2-v2","repo":"cross-encoder/ms-marco-MiniLM-L2-v2","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-MiniLM-L2-v2 · sentence transformers","cardDescription":"Scores how closely a passage matches a search question.","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":"text-ranking"},{"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":611336475,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L2-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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:cross-encoder/ms-marco-minilm-l12-v2","base_model:quantized:cross-encoder/ms-marco-minilm-l12-v2","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/msmarco"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L2-v2","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 en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":611336475,"sizeKnown":true,"sizeLabel":"583.0 MB","sizeReason":"","declaredSizeBytes":611336475,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1234696,"stars":14,"citations":0,"updatedAt":"2025-08-29T14:36:35.000Z","createdAt":"2026-06-29T22:20:07.741Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-MiniLM-L2-v2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L2-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"1b5cd67b15209f24824c50370e0397743aa9b787","fetchedAt":"2026-09-16T03:29:13.452Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-07-29T22:55:49.748Z","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":611336475,"label":"583.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1234696,"upstreamStars":14,"label":"1.2M 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":"cross-encoder/ms-marco-MiniLM-L2-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: cross-encoder/ms-marco-MiniLM-L2-v2","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-cross-encoder-ms-marco-minilm-l2-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":790,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":62464514,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/ms-marco-MiniLM-L2-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T05:48:44.290Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-minilm-l2-v2"}},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:24:34.987Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:24:34.987Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-deberta-v3-small","owner":"cross-encoder","name":"nli-deberta-v3-small","repo":"cross-encoder/nli-deberta-v3-small","type":"llm","summary":"Model from Hugging Face for zero shot classification: cross-encoder/nli-deberta-v3-small · sentence transformers","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"},{"field":"cardMetadata.pipelineTag","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4452558288,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-small","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","deberta-v2","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:microsoft/deberta-v3-small","base_model:quantized:microsoft/deberta-v3-small","license:apache-2.0","region:us","deploy:azure","llm","nyu-mll/multi_nli","stanfordnlp/snli","accuracy"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["accuracy"],"datasets":["nyu-mll/multi_nli","stanfordnlp/snli"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-small","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"zero-shot-classification","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","pipeline_tag","tags"],"semanticText":"zero-shot-classification sentence-transformers llm model en nyu-mll/multi_nli stanfordnlp/snli accuracy onnx safetensors transformers","semanticTerms":["zero-shot-classification","sentence-transformers","llm","model","en","nyu-mll/multi_nli","stanfordnlp/snli","accuracy","onnx","safetensors","transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","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":"model.safetensors","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":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"spm.model","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"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":4452558288,"sizeKnown":true,"sizeLabel":"4.1 GB","sizeReason":"","declaredSizeBytes":4452558288,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":402952,"stars":17,"citations":0,"updatedAt":"2025-04-15T08:18:25.000Z","createdAt":"2026-06-29T22:21:12.580Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-deberta-v3-small","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-small","disabled":false,"provider":"huggingface","repoType":"model","revision":"fa2804872c3b4bd748f38c0185cc85775361e735","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"blocked","mirroredAt":"2026-07-31T01:20:45.206Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"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":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":"blocked","hosted":false,"fileCount":20,"publicDownloadableFileCount":0,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4452558288,"label":"4.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":402952,"upstreamStars":17,"label":"403K 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":"cross-encoder/nli-deberta-v3-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: apache-2.0","Provenance: cross-encoder/nli-deberta-v3-small","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":20,"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-cross-encoder-nli-deberta-v3-small/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":678,"format":"csv","risk":"low","downloadPolicy":"local","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":"cross-encoder/nli-deberta-v3-small"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:24:34.987Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-deberta-v3-small"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1748975071,"readinessCheckedAt":"2026-10-30T02:09:07.079Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1748975071,"readinessCheckedAt":"2026-10-30T02:09:07.079Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-deberta-v3-large","owner":"cross-encoder","name":"nli-deberta-v3-large","repo":"cross-encoder/nli-deberta-v3-large","type":"llm","summary":"Model from Hugging Face for zero shot classification: cross-encoder/nli-deberta-v3-large · sentence transformers","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"},{"field":"cardMetadata.pipelineTag","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":9645227591,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-large","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","deberta-v2","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:microsoft/deberta-v3-large","base_model:quantized:microsoft/deberta-v3-large","license:apache-2.0","region:us","llm","nyu-mll/multi_nli","stanfordnlp/snli","accuracy"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["accuracy"],"datasets":["nyu-mll/multi_nli","stanfordnlp/snli"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-large","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"zero-shot-classification","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","pipeline_tag","tags"],"semanticText":"zero-shot-classification sentence-transformers llm model en nyu-mll/multi_nli stanfordnlp/snli accuracy onnx safetensors transformers","semanticTerms":["zero-shot-classification","sentence-transformers","llm","model","en","nyu-mll/multi_nli","stanfordnlp/snli","accuracy","onnx","safetensors","transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1229},{"lfs":false,"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":678},{"lfs":false,"path":"README.md","sizeBytes":2934},{"lfs":false,"path":"added_tokens.json","sizeBytes":26},{"lfs":false,"path":"config.json","sizeBytes":1100},{"lfs":true,"path":"model.safetensors","sizeBytes":1740312740},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":1742010231},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":1839911421},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":642857090},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":642857090},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":642857090},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":642857089},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1740435986},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":301},{"lfs":true,"path":"spm.model","sizeBytes":2464616},{"lfs":false,"path":"tokenizer.json","sizeBytes":8656624},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1346}],"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":9645227591,"sizeKnown":true,"sizeLabel":"9.0 GB","sizeReason":"","declaredSizeBytes":9645227591,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":383282,"stars":44,"citations":0,"updatedAt":"2026-07-31T00:57:42.130Z","createdAt":"2026-06-29T22:21:22.390Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-deberta-v3-large","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"bab4bc7178836f731dcfd18c06ca9def0a137712","fetchedAt":"2026-07-29T22:17:40.391Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T00:57:42.130Z","mirroredBy":"mirror-batch-worker","totalFiles":17,"hostedFiles":7,"mirroredBytes":1748975071,"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":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":"hosted","hosted":true,"fileCount":17,"publicDownloadableFileCount":7,"externalFileCount":17,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":9645227591,"label":"9.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":383282,"upstreamStars":44,"label":"383K 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":"cross-encoder/nli-deberta-v3-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/17 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: cross-encoder/nli-deberta-v3-large","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/17 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":10,"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-cross-encoder-nli-deberta-v3-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":678,"format":"csv","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":"cross-encoder/nli-deberta-v3-large"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:09:07.079Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-deberta-v3-large"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":16,"mirroredBytes":5422192444,"readinessCheckedAt":"2026-10-30T04:58:12.295Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":16,"mirroredBytes":5422192444,"readinessCheckedAt":"2026-10-30T04:58:12.295Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-deberta-v3-base","owner":"cross-encoder","name":"nli-deberta-v3-base","repo":"cross-encoder/nli-deberta-v3-base","type":"llm","summary":"Model from Hugging Face for zero shot classification: cross-encoder/nli-deberta-v3-base · sentence transformers","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"},{"field":"cardMetadata.pipelineTag","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":5913503115,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-base","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","deberta-v2","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:microsoft/deberta-v3-base","base_model:quantized:microsoft/deberta-v3-base","license:apache-2.0","region:us","deploy:azure","llm","nyu-mll/multi_nli","stanfordnlp/snli","accuracy"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["accuracy"],"datasets":["nyu-mll/multi_nli","stanfordnlp/snli"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-base","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"zero-shot-classification","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","pipeline_tag","tags"],"semanticText":"zero-shot-classification sentence-transformers llm model en nyu-mll/multi_nli stanfordnlp/snli accuracy onnx safetensors transformers","semanticTerms":["zero-shot-classification","sentence-transformers","llm","model","en","nyu-mll/multi_nli","stanfordnlp/snli","accuracy","onnx","safetensors","transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","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":"model.safetensors","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":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"spm.model","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"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":5913503115,"sizeKnown":true,"sizeLabel":"5.5 GB","sizeReason":"","declaredSizeBytes":5913503115,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":381958,"stars":50,"citations":0,"updatedAt":"2025-04-11T09:56:48.000Z","createdAt":"2026-06-29T22:21:22.390Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-deberta-v3-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"6c749ce3425cd33b46d187e45b92bbf96ee12ec7","fetchedAt":"2026-10-14T03:29:49.765Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T01:04:27.235Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":16,"mirroredBytes":5422192444,"mirroredFiles":16,"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":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":"hosted","hosted":true,"fileCount":20,"publicDownloadableFileCount":16,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5913503115,"label":"5.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":381958,"upstreamStars":50,"label":"382K 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":"cross-encoder/nli-deberta-v3-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"16/20 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: cross-encoder/nli-deberta-v3-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 16/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":16,"externalFiles":4,"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-cross-encoder-nli-deberta-v3-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":682,"format":"csv","risk":"low","downloadPolicy":"local","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":"cross-encoder/nli-deberta-v3-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T04:58:12.295Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-deberta-v3-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":1426312880,"readinessCheckedAt":"2026-10-30T07:25:44.922Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":1426312880,"readinessCheckedAt":"2026-10-30T07:25:44.922Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-stsb-roberta-large","owner":"cross-encoder","name":"stsb-roberta-large","repo":"cross-encoder/stsb-roberta-large","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/stsb-roberta-large · 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":"baseModel","value":"facebookai/roberta-large"},{"field":"tags","value":"text-ranking"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"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":"facebookai/roberta-large","field":"baseModel"}],"parameters":null,"size":{"bytes":13883506986,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/stsb-roberta-large","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/stsb","base_model:facebookai/roberta-large","base_model:quantized:facebookai/roberta-large","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","deploy:azure","llm"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":"facebookai/roberta-large","derivedFrom":"facebookai/roberta-large","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/stsb"],"paperIds":[],"repoType":"model","baseModel":"facebookai/roberta-large","languages":[],"sourceUrl":"https://huggingface.co/cross-encoder/stsb-roberta-large","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"text-ranking","cardDataKeys":[],"semanticText":"text-ranking sentence-transformers llm model sentence-transformers/stsb facebookai/roberta-large onnx safetensors transformers dataset:sentence-transformers/stsb text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","sentence-transformers/stsb","facebookai/roberta-large","onnx","safetensors","transformers","dataset:sentence-transformers/stsb","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":13883506986,"sizeKnown":true,"sizeLabel":"12.9 GB","sizeReason":"","declaredSizeBytes":13883506986,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":283791,"stars":14,"citations":0,"updatedAt":"2025-04-15T08:22:58.000Z","createdAt":"2026-06-29T22:21:37.491Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/stsb-roberta-large","private":false,"repoUrl":"https://huggingface.co/cross-encoder/stsb-roberta-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"2b12c2c0088918e76151fd5937b7bba986ef1f98","fetchedAt":"2026-08-04T03:29:12.430Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T01:07:25.336Z","mirroredBy":"mirror-batch-worker","totalFiles":25,"hostedFiles":8,"mirroredBytes":1426312880,"mirroredFiles":8,"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":25,"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":25,"publicDownloadableFileCount":8,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":13883506986,"label":"12.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":283791,"upstreamStars":14,"label":"284K 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":"cross-encoder/stsb-roberta-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/25 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: cross-encoder/stsb-roberta-large","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":17,"totalFiles":25},"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-cross-encoder-stsb-roberta-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":223,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":1421457127,"format":"msgpack","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":"cross-encoder/stsb-roberta-large"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:25:44.922Z","evidence_url":"/api/manifests/hf-model-cross-encoder-stsb-roberta-large"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":18501642,"readinessCheckedAt":"2026-10-30T07:03:21.675Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":18501642,"readinessCheckedAt":"2026-10-30T07:03:21.675Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-tinybert-l2-v2","owner":"cross-encoder","name":"ms-marco-TinyBERT-L2-v2","repo":"cross-encoder/ms-marco-TinyBERT-L2-v2","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-TinyBERT-L2-v2 · 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":"text-ranking"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L2-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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:nreimers/bert-tiny_l-2_h-128_a-2","base_model:quantized:nreimers/bert-tiny_l-2_h-128_a-2","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","deploy:azure","llm"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L2-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"model.safetensors","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":"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","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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":276908,"stars":44,"citations":0,"updatedAt":"2025-08-29T14:37:18.000Z","createdAt":"2026-06-29T22:21:37.491Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-TinyBERT-L2-v2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L2-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"81d1926f67cb8eee2c2be17ca9f793c7c3bd20cc","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:27:23.823Z","mirroredBy":"mirror-batch-worker","mirroredBytes":18501642,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":23,"scope":"file-inventory-only"},"bayRun":{"key":"rerank","pinId":"route_f5411cdb31b03621742a58371fa95732","pin_id":"route_f5411cdb31b03621742a58371fa95732","routeId":"route_f5411cdb31b03621742a58371fa95732","route_id":"route_f5411cdb31b03621742a58371fa95732","title":"Warm document reranking","model":"cross-encoder/ms-marco-TinyBERT-L2-v2","kind":"rerank","task":"rerank","taskLabel":"Rerank documents for a query","family":"rerank","modelClass":"encoder","input":{"type":"query_documents","query":"text","documents":"array<string>"},"output":{"type":"ranked_documents","scores":true},"labels":[],"description":"Provisional query/document reranking with scores and ordered results.","exampleInput":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"evidence":{"level":"provisional","quality":"unmeasured","note":"recorded route semantics are mapped; no reviewed quality winner is asserted."},"status":"pin_live_bytes_external","pinState":"live","bytesState":"external","availability":{"pin":"live","bytes":"external","status":"pin_live_bytes_external"},"hardware":{"modelClass":"encoder","memoryModel":"not_applicable","note":"Encoder specialist; decoder-only VRAM estimates do not apply."},"weights":{"hostedByHuggingBay":false,"downloadableFromCatalog":false,"receiptHashReproducibleFromCatalogDownload":false,"note":"Weights not hosted by Hugging Bay; receipt hash not independently reproducible from a catalog download. The Pin runs on Bay Run's own copy of the model."},"artifactId":"hf-model-cross-encoder-ms-marco-tinybert-l2-v2","repo":"cross-encoder/ms-marco-TinyBERT-L2-v2","catalog":{"artifactId":"hf-model-cross-encoder-ms-marco-tinybert-l2-v2","repo":"cross-encoder/ms-marco-TinyBERT-L2-v2","current":false,"reason":"current_catalog_authority_unavailable"},"executable":true,"executionAvailable":true,"execution":{"mode":"run_pin","transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","pin_id":"route_f5411cdb31b03621742a58371fa95732","url":"https://run.huggingbay.xyz/v1/run/route_f5411cdb31b03621742a58371fa95732","argumentsTemplate":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}}},"specialist":{"key":"rerank","pinId":"route_f5411cdb31b03621742a58371fa95732","pin_id":"route_f5411cdb31b03621742a58371fa95732","routeId":"route_f5411cdb31b03621742a58371fa95732","route_id":"route_f5411cdb31b03621742a58371fa95732","title":"Warm document reranking","model":"cross-encoder/ms-marco-TinyBERT-L2-v2","kind":"rerank","task":"rerank","taskLabel":"Rerank documents for a query","family":"rerank","modelClass":"encoder","input":{"type":"query_documents","query":"text","documents":"array<string>"},"output":{"type":"ranked_documents","scores":true},"labels":[],"description":"Provisional query/document reranking with scores and ordered results.","exampleInput":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"evidence":{"level":"provisional","quality":"unmeasured","note":"recorded route semantics are mapped; no reviewed quality winner is asserted."},"status":"pin_live_bytes_external","pinState":"live","bytesState":"external","availability":{"pin":"live","bytes":"external","status":"pin_live_bytes_external"},"hardware":{"modelClass":"encoder","memoryModel":"not_applicable","note":"Encoder specialist; decoder-only VRAM estimates do not apply."},"weights":{"hostedByHuggingBay":false,"downloadableFromCatalog":false,"receiptHashReproducibleFromCatalogDownload":false,"note":"Weights not hosted by Hugging Bay; receipt hash not independently reproducible from a catalog download. The Pin runs on Bay Run's own copy of the model."},"artifactId":"hf-model-cross-encoder-ms-marco-tinybert-l2-v2","repo":"cross-encoder/ms-marco-TinyBERT-L2-v2","catalog":{"artifactId":"hf-model-cross-encoder-ms-marco-tinybert-l2-v2","repo":"cross-encoder/ms-marco-TinyBERT-L2-v2","current":false,"reason":"current_catalog_authority_unavailable"},"executable":true,"executionAvailable":true,"execution":{"mode":"run_pin","transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","pin_id":"route_f5411cdb31b03621742a58371fa95732","url":"https://run.huggingbay.xyz/v1/run/route_f5411cdb31b03621742a58371fa95732","argumentsTemplate":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}}},"executable":true,"executionAvailable":true,"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]},"omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}},"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":23,"publicDownloadableFileCount":7,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":276908,"upstreamStars":44,"label":"277K 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":"cross-encoder/ms-marco-TinyBERT-L2-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/23 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: cross-encoder/ms-marco-TinyBERT-L2-v2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":16,"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-cross-encoder-ms-marco-tinybert-l2-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/ms-marco-TinyBERT-L2-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.675Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-tinybert-l2-v2"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T06:10:30.568Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T06:10:30.568Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-deberta-v3-xsmall","owner":"cross-encoder","name":"nli-deberta-v3-xsmall","repo":"cross-encoder/nli-deberta-v3-xsmall","type":"llm","summary":"Model from Hugging Face for zero shot classification: cross-encoder/nli-deberta-v3-xsmall · sentence transformers","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"},{"field":"cardMetadata.pipelineTag","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2268597330,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-xsmall","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","deberta-v2","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:microsoft/deberta-v3-xsmall","base_model:quantized:microsoft/deberta-v3-xsmall","license:apache-2.0","region:us","llm","nyu-mll/multi_nli","stanfordnlp/snli","accuracy"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["accuracy"],"datasets":["nyu-mll/multi_nli","stanfordnlp/snli"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-xsmall","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"zero-shot-classification","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","pipeline_tag","tags"],"semanticText":"zero-shot-classification sentence-transformers llm model en nyu-mll/multi_nli stanfordnlp/snli accuracy onnx safetensors transformers","semanticTerms":["zero-shot-classification","sentence-transformers","llm","model","en","nyu-mll/multi_nli","stanfordnlp/snli","accuracy","onnx","safetensors","transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1229},{"lfs":false,"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":681},{"lfs":false,"path":"README.md","sizeBytes":2871},{"lfs":false,"path":"added_tokens.json","sizeBytes":26},{"lfs":false,"path":"config.json","sizeBytes":1053},{"lfs":true,"path":"model.safetensors","sizeBytes":283353172},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":284200859},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":301957694},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":301873502},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":301873345},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":151285017},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":87377068},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":87377068},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":87377068},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":87377068},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":283416722},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":301},{"lfs":true,"path":"spm.model","sizeBytes":2464616},{"lfs":false,"path":"tokenizer.json","sizeBytes":8656624},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1346}],"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":2268597330,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2268597330,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":186799,"stars":7,"citations":0,"updatedAt":"2026-07-31T01:34:14.448Z","createdAt":"2026-06-29T22:22:07.215Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-deberta-v3-xsmall","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-deberta-v3-xsmall","disabled":false,"provider":"huggingface","repoType":"model","revision":"a150876415327c80daeff35ca6f68f5ed8cf5c24","fetchedAt":"2026-07-29T22:17:10.345Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-07-31T01:34:14.448Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"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":20,"scope":"file-inventory-only"},"bayRun":{"key":"tickets","pinId":"route_571826c40685073a99510b1951e60338","pin_id":"route_571826c40685073a99510b1951e60338","routeId":"route_571826c40685073a99510b1951e60338","route_id":"route_571826c40685073a99510b1951e60338","title":"Support ticket routing","model":"cross-encoder/nli-deberta-v3-xsmall","kind":"classification","task":"tickets","taskLabel":"Route support tickets to access, billing, or delivery","family":"classification","modelClass":"encoder","input":{"type":"text","strategy":"zero_shot_classification"},"output":{"type":"label","labels":["access_issue","billing_issue","delivery_issue"]},"labels":["access_issue","billing_issue","delivery_issue"],"description":"Provisional zero-shot support-ticket routing over a bounded three-label set.","exampleInput":"I cannot log into my account.","evidence":{"level":"provisional","quality":"unmeasured","note":"recorded route semantics are mapped; no reviewed quality winner is asserted."},"status":"pin_live_bytes_external","pinState":"live","bytesState":"external","availability":{"pin":"live","bytes":"external","status":"pin_live_bytes_external"},"hardware":{"modelClass":"encoder","memoryModel":"not_applicable","note":"Encoder specialist; decoder-only VRAM estimates do not apply."},"weights":{"hostedByHuggingBay":false,"downloadableFromCatalog":false,"receiptHashReproducibleFromCatalogDownload":false,"note":"Weights not hosted by Hugging Bay; receipt hash not independently reproducible from a catalog download. The Pin runs on Bay Run's own copy of the model."},"artifactId":"hf-model-cross-encoder-nli-deberta-v3-xsmall","repo":"cross-encoder/nli-deberta-v3-xsmall","catalog":{"artifactId":"hf-model-cross-encoder-nli-deberta-v3-xsmall","repo":"cross-encoder/nli-deberta-v3-xsmall","current":false,"reason":"current_catalog_authority_unavailable"},"executable":true,"executionAvailable":true,"execution":{"mode":"run_pin","transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","pin_id":"route_571826c40685073a99510b1951e60338","url":"https://run.huggingbay.xyz/v1/run/route_571826c40685073a99510b1951e60338","argumentsTemplate":{"pin_id":"route_571826c40685073a99510b1951e60338","input":"I cannot log into my account.","omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_571826c40685073a99510b1951e60338","input":"I cannot log into my account.","omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}}},"specialist":{"key":"tickets","pinId":"route_571826c40685073a99510b1951e60338","pin_id":"route_571826c40685073a99510b1951e60338","routeId":"route_571826c40685073a99510b1951e60338","route_id":"route_571826c40685073a99510b1951e60338","title":"Support ticket routing","model":"cross-encoder/nli-deberta-v3-xsmall","kind":"classification","task":"tickets","taskLabel":"Route support tickets to access, billing, or delivery","family":"classification","modelClass":"encoder","input":{"type":"text","strategy":"zero_shot_classification"},"output":{"type":"label","labels":["access_issue","billing_issue","delivery_issue"]},"labels":["access_issue","billing_issue","delivery_issue"],"description":"Provisional zero-shot support-ticket routing over a bounded three-label set.","exampleInput":"I cannot log into my account.","evidence":{"level":"provisional","quality":"unmeasured","note":"recorded route semantics are mapped; no reviewed quality winner is asserted."},"status":"pin_live_bytes_external","pinState":"live","bytesState":"external","availability":{"pin":"live","bytes":"external","status":"pin_live_bytes_external"},"hardware":{"modelClass":"encoder","memoryModel":"not_applicable","note":"Encoder specialist; decoder-only VRAM estimates do not apply."},"weights":{"hostedByHuggingBay":false,"downloadableFromCatalog":false,"receiptHashReproducibleFromCatalogDownload":false,"note":"Weights not hosted by Hugging Bay; receipt hash not independently reproducible from a catalog download. The Pin runs on Bay Run's own copy of the model."},"artifactId":"hf-model-cross-encoder-nli-deberta-v3-xsmall","repo":"cross-encoder/nli-deberta-v3-xsmall","catalog":{"artifactId":"hf-model-cross-encoder-nli-deberta-v3-xsmall","repo":"cross-encoder/nli-deberta-v3-xsmall","current":false,"reason":"current_catalog_authority_unavailable"},"executable":true,"executionAvailable":true,"execution":{"mode":"run_pin","transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","pin_id":"route_571826c40685073a99510b1951e60338","url":"https://run.huggingbay.xyz/v1/run/route_571826c40685073a99510b1951e60338","argumentsTemplate":{"pin_id":"route_571826c40685073a99510b1951e60338","input":"I cannot log into my account.","omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_571826c40685073a99510b1951e60338","input":"I cannot log into my account.","omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}}},"executable":true,"executionAvailable":true,"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_571826c40685073a99510b1951e60338","input":"I cannot log into my account.","omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$response.access_token"},"note":"Mint a $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}},"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":20,"publicDownloadableFileCount":0,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2268597330,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":186799,"upstreamStars":7,"label":"187K 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":"cross-encoder/nli-deberta-v3-xsmall"},{"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: cross-encoder/nli-deberta-v3-xsmall","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":20,"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-cross-encoder-nli-deberta-v3-xsmall/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":681,"format":"csv","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":"cross-encoder/nli-deberta-v3-xsmall"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T06:10:30.568Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-deberta-v3-xsmall"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":22,"mirroredBytes":4622677984,"readinessCheckedAt":"2026-10-30T07:03:21.724Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":22,"mirroredBytes":4622677984,"readinessCheckedAt":"2026-10-30T07:03:21.724Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-stsb-roberta-base","owner":"cross-encoder","name":"stsb-roberta-base","repo":"cross-encoder/stsb-roberta-base","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/stsb-roberta-base · 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":"text-ranking"},{"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":4874714083,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/stsb-roberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/stsb","base_model:facebookai/roberta-base","base_model:quantized:facebookai/roberta-base","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/stsb"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/stsb"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/stsb-roberta-base","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 en sentence-transformers/stsb onnx safetensors transformers dataset:sentence-transformers/stsb text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/stsb","onnx","safetensors","transformers","dataset:sentence-transformers/stsb","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":310},{"lfs":false,"path":"README.md","sizeBytes":1137},{"lfs":false,"path":"config.json","sizeBytes":608},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":498592825},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":498613948},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":498905040},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":498803421},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":498626418},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":498626273},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":249470678},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":126017827},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":126017827},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":126017827},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":126017824},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":498589876},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":389560},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":125819768},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":710706},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":498676169},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1008},{"lfs":false,"path":"tokenizer.json","sizeBytes":3558642},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1335}],"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":4874714083,"sizeKnown":true,"sizeLabel":"4.5 GB","sizeReason":"","declaredSizeBytes":4874714083,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":177149,"stars":5,"citations":0,"updatedAt":"2026-07-31T01:28:29.440Z","createdAt":"2026-06-29T22:22:07.215Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/stsb-roberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/stsb-roberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"d576534b67143e2c70ee9966d7fdbf5835728d13","fetchedAt":"2026-07-29T22:17:11.619Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T01:28:29.440Z","mirroredBy":"mirror-batch-worker","totalFiles":25,"hostedFiles":22,"mirroredBytes":4622677984,"mirroredFiles":22,"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":25,"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":25,"publicDownloadableFileCount":22,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4874714083,"label":"4.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":177149,"upstreamStars":5,"label":"177K 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":"cross-encoder/stsb-roberta-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"22/25 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: cross-encoder/stsb-roberta-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 22/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":22,"externalFiles":3,"totalFiles":25},"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-cross-encoder-stsb-roberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":310,"format":"csv","risk":"low","downloadPolicy":"local","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":498592825,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/stsb-roberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.724Z","evidence_url":"/api/manifests/hf-model-cross-encoder-stsb-roberta-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:15:00.589Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T07:15:00.589Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-minilm2-l6-h768","owner":"cross-encoder","name":"nli-MiniLM2-L6-H768","repo":"cross-encoder/nli-MiniLM2-L6-H768","type":"llm","summary":"Model from Hugging Face: cross-encoder/nli-MiniLM2-L6-H768","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-MiniLM2-L6-H768","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","onnx","safetensors","openvino","roberta","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:nreimers/minilmv2-l6-h768-distilled-from-roberta-large","base_model:quantized:nreimers/minilmv2-l6-h768-distilled-from-roberta-large"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","txt","safetensors","onnx","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":126616,"stars":14,"citations":0,"updatedAt":"2026-07-31T02:15:47.125Z","createdAt":"2026-06-29T22:22:33.368Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-MiniLM2-L6-H768","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-MiniLM2-L6-H768","disabled":false,"provider":"huggingface","repoType":"model","revision":"b95119ce93d3e065de6214e38cd4a97b0f2f2c6d","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-07-31T02:15:47.125Z","mirroredBy":"mirror-batch-worker","mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"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":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":"blocked","hosted":false,"fileCount":24,"publicDownloadableFileCount":0,"externalFileCount":24,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":126616,"upstreamStars":14,"label":"127K 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":"cross-encoder/nli-MiniLM2-L6-H768"},{"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: cross-encoder/nli-MiniLM2-L6-H768","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":24,"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-cross-encoder-nli-minilm2-l6-h768/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":0,"format":"csv","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":"cross-encoder/nli-MiniLM2-L6-H768"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:15:00.589Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-minilm2-l6-h768"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":22,"mirroredBytes":3046422934,"readinessCheckedAt":"2026-10-30T06:07:50.502Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":22,"mirroredBytes":3046422934,"readinessCheckedAt":"2026-10-30T06:07:50.502Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-stsb-distilroberta-base","owner":"cross-encoder","name":"stsb-distilroberta-base","repo":"cross-encoder/stsb-distilroberta-base","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/stsb-distilroberta-base · 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":"text-ranking"},{"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":3212066401,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/stsb-distilroberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/stsb","base_model:distilbert/distilroberta-base","base_model:quantized:distilbert/distilroberta-base","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/stsb"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/stsb"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/stsb-distilroberta-base","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 en sentence-transformers/stsb onnx safetensors transformers dataset:sentence-transformers/stsb text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/stsb","onnx","safetensors","transformers","dataset:sentence-transformers/stsb","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":224},{"lfs":false,"path":"README.md","sizeBytes":1149},{"lfs":false,"path":"config.json","sizeBytes":607},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":328480487},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":328493408},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":328643805},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":328592269},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":328501701},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":328501632},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":164333682},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":82821511},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":82821511},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":82821511},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":82821509},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":328480948},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":212065},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":82817624},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":378788},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":328525929},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1008},{"lfs":false,"path":"tokenizer.json","sizeBytes":3558642},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1335}],"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":3212066401,"sizeKnown":true,"sizeLabel":"3.0 GB","sizeReason":"","declaredSizeBytes":3212066401,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":104550,"stars":8,"citations":0,"updatedAt":"2026-07-31T01:33:44.463Z","createdAt":"2026-06-29T22:22:44.121Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/stsb-distilroberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/stsb-distilroberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"6b71347df6e2b34246b53e06d6bce70ef67de368","fetchedAt":"2026-07-29T22:17:14.056Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T01:33:44.463Z","mirroredBy":"mirror-batch-worker","totalFiles":25,"hostedFiles":22,"mirroredBytes":3046422934,"mirroredFiles":22,"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":25,"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":25,"publicDownloadableFileCount":22,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3212066401,"label":"3.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":104550,"upstreamStars":8,"label":"105K 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":"cross-encoder/stsb-distilroberta-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"22/25 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: cross-encoder/stsb-distilroberta-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 22/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":22,"externalFiles":3,"totalFiles":25},"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-cross-encoder-stsb-distilroberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":224,"format":"csv","risk":"low","downloadPolicy":"local","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":328480487,"format":"msgpack","risk":"low","downloadPolicy":"local","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":"cross-encoder/stsb-distilroberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T06:07:50.502Z","evidence_url":"/api/manifests/hf-model-cross-encoder-stsb-distilroberta-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":58360849,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":58360849,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-cross-encoder-stsb-tinybert-l4","owner":"cross-encoder","name":"stsb-TinyBERT-L4","repo":"cross-encoder/stsb-TinyBERT-L4","type":"llm","summary":"Model from Hugging Face: cross-encoder/stsb-TinyBERT-L4","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/stsb-TinyBERT-L4","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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/stsb","license:apache-2.0","text-embeddings-inference"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","safetensors","onnx","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":38147,"stars":7,"citations":0,"updatedAt":"2026-07-31T02:27:29.702Z","createdAt":"2026-06-29T22:24:00.496Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/stsb-TinyBERT-L4","private":false,"repoUrl":"https://huggingface.co/cross-encoder/stsb-TinyBERT-L4","disabled":false,"provider":"huggingface","repoType":"model","revision":"1f478482145797a0cac02d6b9ab3c65c9d25fb1e","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:27:29.702Z","mirroredBy":"mirror-batch-worker","mirroredBytes":58360849,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":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":"hosted","hosted":true,"fileCount":24,"publicDownloadableFileCount":7,"externalFileCount":24,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":38147,"upstreamStars":7,"label":"38K 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":"cross-encoder/stsb-TinyBERT-L4"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/24 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: cross-encoder/stsb-TinyBERT-L4","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/24 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":17,"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-cross-encoder-stsb-tinybert-l4/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CECorrelationEvaluator_sts-dev_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/stsb-TinyBERT-L4"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:14.141Z","evidence_url":"/api/manifests/hf-model-cross-encoder-stsb-tinybert-l4"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":438907680,"readinessCheckedAt":"2026-10-30T07:03:21.685Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":438907680,"readinessCheckedAt":"2026-10-30T07:03:21.685Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-qnli-electra-base","owner":"cross-encoder","name":"qnli-electra-base","repo":"cross-encoder/qnli-electra-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/qnli-electra-base","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/qnli-electra-base","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","onnx","safetensors","openvino","electra","text-classification","transformers","text-ranking","en","arxiv:1804.07461","base_model:google/electra-base-discriminator","base_model:quantized:google/electra-base-discriminator","license:apache-2.0"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":32268,"stars":5,"citations":0,"updatedAt":"2026-07-31T02:15:57.717Z","createdAt":"2026-06-29T22:24:15.602Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/qnli-electra-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/qnli-electra-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"c7dea87c98b2269a935686c31336e97e837cbbeb","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:15:57.717Z","mirroredBy":"mirror-batch-worker","mirroredBytes":438907680,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":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":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":7,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":32268,"upstreamStars":5,"label":"32K 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":"cross-encoder/qnli-electra-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/23 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: cross-encoder/qnli-electra-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":16,"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-cross-encoder-qnli-electra-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CEBinaryAccuracyEvaluator_qnli-dev_results.csv","sizeBytes":0,"format":"csv","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":"cross-encoder/qnli-electra-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.685Z","evidence_url":"/api/manifests/hf-model-cross-encoder-qnli-electra-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":333310910,"readinessCheckedAt":"2026-10-30T07:03:21.688Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":333310910,"readinessCheckedAt":"2026-10-30T07:03:21.688Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-quora-distilroberta-base","owner":"cross-encoder","name":"quora-distilroberta-base","repo":"cross-encoder/quora-distilroberta-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/quora-distilroberta-base","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/quora-distilroberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/quora-duplicates","base_model:distilbert/distilroberta-base","base_model:quantized:distilbert/distilroberta-base"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":29119,"stars":1,"citations":0,"updatedAt":"2026-07-31T02:16:35.933Z","createdAt":"2026-06-29T22:24:23.523Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/quora-distilroberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/quora-distilroberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"f62e7a4b20b97195c2868e53ec59126df5eac743","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:16:35.933Z","mirroredBy":"mirror-batch-worker","mirroredBytes":333310910,"mirroredFiles":8,"storageProvider":"gcs","hosted":true,"hostedFiles":8,"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":25,"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":25,"publicDownloadableFileCount":8,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":29119,"upstreamStars":1,"label":"29K 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":"cross-encoder/quora-distilroberta-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/25 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: cross-encoder/quora-distilroberta-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":17,"totalFiles":25},"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-cross-encoder-quora-distilroberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CEBinaryClassificationEvaluator_Quora-dev_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/quora-distilroberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.688Z","evidence_url":"/api/manifests/hf-model-cross-encoder-quora-distilroberta-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":503431439,"readinessCheckedAt":"2026-10-30T07:03:21.689Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":503431439,"readinessCheckedAt":"2026-10-30T07:03:21.689Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-quora-roberta-base","owner":"cross-encoder","name":"quora-roberta-base","repo":"cross-encoder/quora-roberta-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/quora-roberta-base","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/quora-roberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/quora-duplicates","base_model:facebookai/roberta-base","base_model:quantized:facebookai/roberta-base"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":28210,"stars":1,"citations":0,"updatedAt":"2026-07-31T02:04:32.601Z","createdAt":"2026-06-29T22:24:27.402Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/quora-roberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/quora-roberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"86e2599701ff4f66fba25493db9602f884f73f16","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:04:32.601Z","mirroredBy":"mirror-batch-worker","mirroredBytes":503431439,"mirroredFiles":8,"storageProvider":"gcs","hosted":true,"hostedFiles":8,"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":25,"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":25,"publicDownloadableFileCount":8,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":28210,"upstreamStars":1,"label":"28K 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":"cross-encoder/quora-roberta-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/25 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: cross-encoder/quora-roberta-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":17,"totalFiles":25},"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-cross-encoder-quora-roberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CEBinaryClassificationEvaluator_Quora-dev_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/quora-roberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.689Z","evidence_url":"/api/manifests/hf-model-cross-encoder-quora-roberta-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":333318507,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":333318507,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-distilroberta-base","owner":"cross-encoder","name":"nli-distilroberta-base","repo":"cross-encoder/nli-distilroberta-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/nli-distilroberta-base","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-distilroberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:distilbert/distilroberta-base"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":20226,"stars":27,"citations":0,"updatedAt":"2026-07-31T02:15:38.877Z","createdAt":"2026-06-29T22:24:59.909Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-distilroberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-distilroberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"b14d131f9d32668a5e6a982729b57ff6ed5dfcbd","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:15:38.877Z","mirroredBy":"mirror-batch-worker","mirroredBytes":333318507,"mirroredFiles":8,"storageProvider":"gcs","hosted":true,"hostedFiles":8,"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":25,"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":25,"publicDownloadableFileCount":8,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":20226,"upstreamStars":27,"label":"20K 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":"cross-encoder/nli-distilroberta-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/25 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: cross-encoder/nli-distilroberta-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":17,"totalFiles":25},"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-cross-encoder-nli-distilroberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/nli-distilroberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:14.141Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-distilroberta-base"},"lastKnownAnswer":"Ready to download"},{"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-cross-encoder-ms-marco-electra-base","owner":"cross-encoder","name":"ms-marco-electra-base","repo":"cross-encoder/ms-marco-electra-base","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-electra-base · 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":"text-ranking"},{"field":"task","value":"text-ranking"},{"field":"cardMetadata.pipelineTag","value":"text-ranking"}],"caveats":["check-license-terms"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":null,"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-electra-base","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","electra","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:google/electra-base-discriminator","base_model:quantized:google/electra-base-discriminator","license:apache-2.0","region:us","deploy:azure","llm","sentence-transformers/msmarco"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-electra-base","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"text-ranking","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-ranking sentence-transformers llm model en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"CEBinaryClassificationEvaluator_MS-Marco_results.csv","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":"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":"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":0,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":18198,"stars":7,"citations":0,"updatedAt":"2025-08-29T14:35:07.000Z","createdAt":"2026-06-29T22:25:07.406Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-electra-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-electra-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"8b9301757513f8a695920c334c3a9f365ebeb357","fetchedAt":"2026-10-30T03:29:46.191Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-07-31T01:45:26.471Z","mirroredBy":"mirror-batch-worker","mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"hostedFiles":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"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":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":"unknown","hosted":null,"fileCount":23,"publicDownloadableFileCount":null,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":18198,"upstreamStars":7,"label":"18K 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":"cross-encoder/ms-marco-electra-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: cross-encoder/ms-marco-electra-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":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-cross-encoder-ms-marco-electra-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CEBinaryClassificationEvaluator_MS-Marco_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"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":"cross-encoder/ms-marco-electra-base"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-electra-base"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":268787975,"readinessCheckedAt":"2026-10-30T07:03:21.699Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":268787975,"readinessCheckedAt":"2026-10-30T07:03:21.699Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-tinybert-l6","owner":"cross-encoder","name":"ms-marco-TinyBERT-L6","repo":"cross-encoder/ms-marco-TinyBERT-L6","type":"llm","summary":"Model from Hugging Face: cross-encoder/ms-marco-TinyBERT-L6","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L6","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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:nreimers/tinybert_l-6_h-768_v2","base_model:quantized:nreimers/tinybert_l-6_h-768_v2"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","safetensors","onnx","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":12559,"stars":3,"citations":0,"updatedAt":"2026-07-31T02:27:35.820Z","createdAt":"2026-06-29T22:25:47.345Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-TinyBERT-L6","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L6","disabled":false,"provider":"huggingface","repoType":"model","revision":"defbb7d2405cfb2a0f9db418cd8a377c97469552","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:27:35.820Z","mirroredBy":"mirror-batch-worker","mirroredBytes":268787975,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":25,"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":25,"publicDownloadableFileCount":7,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":12559,"upstreamStars":3,"label":"13K 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":"cross-encoder/ms-marco-TinyBERT-L6"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/25 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: cross-encoder/ms-marco-TinyBERT-L6","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":18,"totalFiles":25},"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-cross-encoder-ms-marco-tinybert-l6/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CERerankingEvaluator_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/ms-marco-TinyBERT-L6"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.699Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-tinybert-l6"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":18501682,"readinessCheckedAt":"2026-10-30T07:03:21.707Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":18501682,"readinessCheckedAt":"2026-10-30T07:03:21.707Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-tinybert-l2","owner":"cross-encoder","name":"ms-marco-TinyBERT-L2","repo":"cross-encoder/ms-marco-TinyBERT-L2","type":"llm","summary":"Model from Hugging Face: cross-encoder/ms-marco-TinyBERT-L2","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L2","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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:nreimers/bert-tiny_l-2_h-128_a-2","base_model:quantized:nreimers/bert-tiny_l-2_h-128_a-2"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","msgpack","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":12146,"stars":21,"citations":0,"updatedAt":"2026-07-31T02:26:43.695Z","createdAt":"2026-06-29T22:25:51.271Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-TinyBERT-L2","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L2","disabled":false,"provider":"huggingface","repoType":"model","revision":"c9187181f395bd1e7907e7764adc9f3aa6afb26a","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:26:43.695Z","mirroredBy":"mirror-batch-worker","mirroredBytes":18501682,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":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":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":7,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":12146,"upstreamStars":21,"label":"12K 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":"cross-encoder/ms-marco-TinyBERT-L2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/23 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: cross-encoder/ms-marco-TinyBERT-L2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":16,"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-cross-encoder-ms-marco-tinybert-l2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/ms-marco-TinyBERT-L2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.707Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-tinybert-l2"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T01:51:28.563Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T01:51:28.563Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-nli-roberta-base","owner":"cross-encoder","name":"nli-roberta-base","repo":"cross-encoder/nli-roberta-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/nli-roberta-base","cardDescription":"Sorts text into categories.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for sorting text into categories you choose.","confidence":"medium","task":"zero-shot-classification","audience":null,"basis":"recorded-metadata","rules":["task:zero-shot-classification"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"task","value":"zero-shot-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/nli-roberta-base","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","zero-shot-classification","en","dataset:nyu-mll/multi_nli","dataset:stanfordnlp/snli","base_model:facebookai/roberta-base"],"task":"zero-shot-classification","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":8653,"stars":15,"citations":0,"updatedAt":"2026-07-31T01:55:27.958Z","createdAt":"2026-06-30T00:53:11.993Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/nli-roberta-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/nli-roberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"1be0567456f0543475805e758725f151f283705a","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-07-31T01:55:27.958Z","mirroredBy":"mirror-batch-worker","mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"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":25,"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":25,"publicDownloadableFileCount":0,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":8653,"upstreamStars":15,"label":"8.7K 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":"cross-encoder/nli-roberta-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: cross-encoder/nli-roberta-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":25,"totalFiles":25},"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-cross-encoder-nli-roberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CESoftmaxAccuracyEvaluator_AllNLI-dev_results.csv","sizeBytes":0,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":0,"format":"msgpack","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":"cross-encoder/nli-roberta-base"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:51:28.563Z","evidence_url":"/api/manifests/hf-model-cross-encoder-nli-roberta-base"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":442218159,"readinessCheckedAt":"2026-10-30T07:03:21.713Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":442218159,"readinessCheckedAt":"2026-10-30T07:03:21.713Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-msmarco-minilm-l6-en-de-v1","owner":"cross-encoder","name":"msmarco-MiniLM-L6-en-de-v1","repo":"cross-encoder/msmarco-MiniLM-L6-en-de-v1","type":"llm","summary":"Model from Hugging Face: cross-encoder/msmarco-MiniLM-L6-en-de-v1","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/msmarco-MiniLM-L6-en-de-v1","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","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","de","dataset:sentence-transformers/msmarco","base_model:microsoft/multilingual-minilm-l12-h384","base_model:quantized:microsoft/multilingual-minilm-l12-h384"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":7116,"stars":14,"citations":0,"updatedAt":"2026-07-31T02:04:09.910Z","createdAt":"2026-06-30T00:54:03.779Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/msmarco-MiniLM-L6-en-de-v1","private":false,"repoUrl":"https://huggingface.co/cross-encoder/msmarco-MiniLM-L6-en-de-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"9eb610d90d409cfefb7422e13debd405f8465af6","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-31T02:04:09.910Z","mirroredBy":"mirror-batch-worker","mirroredBytes":442218159,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":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":"hosted","hosted":true,"fileCount":21,"publicDownloadableFileCount":7,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":7116,"upstreamStars":14,"label":"7.1K 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":"cross-encoder/msmarco-MiniLM-L6-en-de-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/21 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: cross-encoder/msmarco-MiniLM-L6-en-de-v1","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/21 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":14,"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-cross-encoder-msmarco-minilm-l6-en-de-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"onnx/model.onnx","sizeBytes":0,"format":"onnx","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":"cross-encoder/msmarco-MiniLM-L6-en-de-v1"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.713Z","evidence_url":"/api/manifests/hf-model-cross-encoder-msmarco-minilm-l6-en-de-v1"},"lastKnownAnswer":"Ready to download"},{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T01:06:32.662Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T01:06:32.662Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-msmarco-minilm-l12-en-de-v1","owner":"cross-encoder","name":"msmarco-MiniLM-L12-en-de-v1","repo":"cross-encoder/msmarco-MiniLM-L12-en-de-v1","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/msmarco-MiniLM-L12-en-de-v1 · 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":"text-ranking"},{"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":4019484469,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/msmarco-MiniLM-L12-en-de-v1","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","text-classification","transformers","text-ranking","en","de","dataset:sentence-transformers/msmarco","base_model:microsoft/multilingual-minilm-l12-h384","base_model:quantized:microsoft/multilingual-minilm-l12-h384","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/msmarco"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en","de"],"sourceUrl":"https://huggingface.co/cross-encoder/msmarco-MiniLM-L12-en-de-v1","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 en de sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","de","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":791},{"lfs":false,"path":"README.md","sizeBytes":4995},{"lfs":false,"path":"config.json","sizeBytes":841},{"lfs":true,"path":"model.safetensors","sizeBytes":470644310},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":470918906},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":470822331},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":470654650},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":470654505},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":235476592},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":118605660},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":118605660},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":118605660},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":118605658},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":470620832},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":382278},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":470705929},{"lfs":true,"path":"sentencepiece.bpe.model","sizeBytes":5069051},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":150},{"lfs":false,"path":"tokenizer.json","sizeBytes":9096735},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":541},{"lfs":false,"path":"train_script.py","sizeBytes":8394}],"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":4019484469,"sizeKnown":true,"sizeLabel":"3.7 GB","sizeReason":"","declaredSizeBytes":4019484469,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":2152,"stars":6,"citations":0,"updatedAt":"2026-08-28T00:58:19.060Z","createdAt":"2026-06-30T02:09:11.779Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/msmarco-MiniLM-L12-en-de-v1","private":false,"repoUrl":"https://huggingface.co/cross-encoder/msmarco-MiniLM-L12-en-de-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"6956d9226bd4adaf96a383bcbc5ab61acf4a4b7e","fetchedAt":"2026-08-28T00:04:06.625Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-08-28T00:58:19.060Z","mirroredBy":"mirror-batch-worker","totalFiles":21,"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":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":"blocked","hosted":false,"fileCount":21,"publicDownloadableFileCount":0,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4019484469,"label":"3.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2152,"upstreamStars":6,"label":"2.2K 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":"cross-encoder/msmarco-MiniLM-L12-en-de-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: cross-encoder/msmarco-MiniLM-L12-en-de-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":21,"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-cross-encoder-msmarco-minilm-l12-en-de-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":791,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"onnx/model.onnx","sizeBytes":470918906,"format":"onnx","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":"cross-encoder/msmarco-MiniLM-L12-en-de-v1"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:06:32.662Z","evidence_url":"/api/manifests/hf-model-cross-encoder-msmarco-minilm-l12-en-de-v1"}},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":1425057130,"readinessCheckedAt":"2026-10-30T02:10:52.617Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":1425057130,"readinessCheckedAt":"2026-10-30T02:10:52.617Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-quora-roberta-large","owner":"cross-encoder","name":"quora-roberta-large","repo":"cross-encoder/quora-roberta-large","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/quora-roberta-large · 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":"text-ranking"},{"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":13883508103,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/quora-roberta-large","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","jax","onnx","safetensors","openvino","roberta","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/quora-duplicates","base_model:facebookai/roberta-large","base_model:quantized:facebookai/roberta-large","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/quora-duplicates"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","txt","safetensors","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/quora-duplicates"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/quora-roberta-large","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 en sentence-transformers/quora-duplicates onnx safetensors transformers dataset:sentence-transformers/quora-duplicates text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/quora-duplicates","onnx","safetensors","transformers","dataset:sentence-transformers/quora-duplicates","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"CEBinaryClassificationEvaluator_Quora-dev_results.csv","sizeBytes":2077},{"lfs":false,"path":"README.md","sizeBytes":1289},{"lfs":false,"path":"config.json","sizeBytes":629},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":1421457127},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":1421495516},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":1422070180},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":1421867443},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":1421515824},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":1421515535},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":711066308},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":358595115},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":358595115},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":358595115},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":358595114},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":1421447348},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":750094},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":358122168},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":1383480},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1421616585},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1008},{"lfs":false,"path":"tokenizer.json","sizeBytes":3558642},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1335}],"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":13883508103,"sizeKnown":true,"sizeLabel":"12.9 GB","sizeReason":"","declaredSizeBytes":13883508103,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":698,"stars":4,"citations":0,"updatedAt":"2026-09-19T06:28:00.021Z","createdAt":"2026-06-30T02:17:49.821Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/quora-roberta-large","private":false,"repoUrl":"https://huggingface.co/cross-encoder/quora-roberta-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"d3f224f29852aa5bc5e9dc77f37f13b85e19d3e0","fetchedAt":"2026-08-29T10:17:53.964Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T06:28:00.021Z","mirroredBy":"mirror-batch-worker","totalFiles":25,"hostedFiles":5,"mirroredBytes":1425057130,"mirroredFiles":5,"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":25,"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":25,"publicDownloadableFileCount":5,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":13883508103,"label":"12.9 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":698,"upstreamStars":4,"label":"698 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":"cross-encoder/quora-roberta-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/25 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: cross-encoder/quora-roberta-large","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":20,"totalFiles":25},"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-cross-encoder-quora-roberta-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CEBinaryClassificationEvaluator_Quora-dev_results.csv","sizeBytes":2077,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":1289,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":1421457127,"format":"msgpack","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":"cross-encoder/quora-roberta-large"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:10:52.617Z","evidence_url":"/api/manifests/hf-model-cross-encoder-quora-roberta-large"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":58128208,"readinessCheckedAt":"2026-10-30T01:01:34.363Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":58128208,"readinessCheckedAt":"2026-10-30T01:01:34.363Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-ms-marco-tinybert-l4","owner":"cross-encoder","name":"ms-marco-TinyBERT-L4","repo":"cross-encoder/ms-marco-TinyBERT-L4","type":"llm","summary":"Model from Hugging Face for text ranking: cross-encoder/ms-marco-TinyBERT-L4 · 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":"text-ranking"},{"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":562862886,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L4","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","jax","onnx","safetensors","openvino","bert","text-classification","transformers","text-ranking","en","dataset:sentence-transformers/msmarco","base_model:nreimers/tinybert_l-4_h-312_v2","base_model:quantized:nreimers/tinybert_l-4_h-312_v2","license:apache-2.0","text-embeddings-inference","endpoints_compatible","region:us","llm","sentence-transformers/msmarco"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","csv","md","json","msgpack","safetensors","onnx","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sentence-transformers/msmarco"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L4","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 en sentence-transformers/msmarco onnx safetensors transformers dataset:sentence-transformers/msmarco text-embeddings-inference","semanticTerms":["text-ranking","sentence-transformers","llm","model","en","sentence-transformers/msmarco","onnx","safetensors","transformers","dataset:sentence-transformers/msmarco","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"CERerankingEvaluator_results.csv","sizeBytes":3507},{"lfs":false,"path":"README.md","sizeBytes":3497},{"lfs":false,"path":"config.json","sizeBytes":612},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":57404914},{"lfs":true,"path":"model.safetensors","sizeBytes":57414738},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":57510828},{"lfs":true,"path":"onnx/model_O1.onnx","sizeBytes":57478044},{"lfs":true,"path":"onnx/model_O2.onnx","sizeBytes":57420067},{"lfs":true,"path":"onnx/model_O3.onnx","sizeBytes":57420025},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":28764362},{"lfs":true,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":14656537},{"lfs":true,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":14656537},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":14656537},{"lfs":true,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":14656535},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":57406500},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":147324},{"lfs":true,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":14612160},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":262723},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":57436041},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":132},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1330},{"lfs":false,"path":"train_script.py","sizeBytes":6587}],"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":562862886,"sizeKnown":true,"sizeLabel":"536.8 MB","sizeReason":"","declaredSizeBytes":562862886,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":140,"stars":1,"citations":0,"updatedAt":"2026-09-19T07:50:13.514Z","createdAt":"2026-06-30T02:37:08.721Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/ms-marco-TinyBERT-L4","private":false,"repoUrl":"https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L4","disabled":false,"provider":"huggingface","repoType":"model","revision":"77fdad72b1dc120e5aac6f876b3950b836e3470a","fetchedAt":"2026-08-29T11:08:53.150Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T07:50:13.514Z","mirroredBy":"mirror-batch-worker","totalFiles":25,"hostedFiles":5,"mirroredBytes":58128208,"mirroredFiles":5,"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":25,"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":25,"publicDownloadableFileCount":5,"externalFileCount":25,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":562862886,"label":"536.8 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":140,"upstreamStars":1,"label":"140 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":"cross-encoder/ms-marco-TinyBERT-L4"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/25 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: cross-encoder/ms-marco-TinyBERT-L4","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/25 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":20,"totalFiles":25},"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-cross-encoder-ms-marco-tinybert-l4/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"CERerankingEvaluator_results.csv","sizeBytes":3507,"format":"csv","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":3497,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":57404914,"format":"msgpack","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":"cross-encoder/ms-marco-TinyBERT-L4"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:34.363Z","evidence_url":"/api/manifests/hf-model-cross-encoder-ms-marco-tinybert-l4"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":436542024,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":436542024,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-cross-encoder-monoelectra-base","owner":"cross-encoder","name":"monoelectra-base","repo":"cross-encoder/monoelectra-base","type":"llm","summary":"Model from Hugging Face: cross-encoder/monoelectra-base","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/monoelectra-base","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","onnx","safetensors","openvino","electra","text-classification","transformers","text-ranking","custom_code","en","arxiv:2405.07920","base_model:google/electra-base-discriminator","base_model:quantized:google/electra-base-discriminator","license:apache-2.0"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","py","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":32,"stars":7,"citations":0,"updatedAt":"2026-08-04T06:12:35.303Z","createdAt":"2026-06-30T19:16:42.069Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/monoelectra-base","private":false,"repoUrl":"https://huggingface.co/cross-encoder/monoelectra-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"ab4fb736dc1a1a797e100ad6df820cbe4562374e","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-04T06:12:35.303Z","mirroredBy":"mirror-batch-worker","mirroredBytes":436542024,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":22,"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":22,"publicDownloadableFileCount":7,"externalFileCount":22,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":32,"upstreamStars":7,"label":"32 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":"cross-encoder/monoelectra-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/22 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: cross-encoder/monoelectra-base","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/22 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":15,"totalFiles":22},"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-cross-encoder-monoelectra-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"modeling.py","sizeBytes":0,"format":"py","risk":"medium","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":"cross-encoder/monoelectra-base"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:14.141Z","evidence_url":"/api/manifests/hf-model-cross-encoder-monoelectra-base"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1337369666,"readinessCheckedAt":"2026-10-30T07:03:21.668Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1337369666,"readinessCheckedAt":"2026-10-30T07:03:21.668Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-cross-encoder-monoelectra-large","owner":"cross-encoder","name":"monoelectra-large","repo":"cross-encoder/monoelectra-large","type":"llm","summary":"Model from Hugging Face: cross-encoder/monoelectra-large","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":"tags","value":"text-ranking"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"cross-encoder","sourceUrl":"https://huggingface.co/cross-encoder/monoelectra-large","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","onnx","safetensors","openvino","electra","text-classification","transformers","text-ranking","custom_code","en","arxiv:2405.07920","base_model:google/electra-large-discriminator","base_model:quantized:google/electra-large-discriminator","license:apache-2.0"],"task":"text-ranking","modality":"text","framework":"sentence-transformers","formats":["gitattributes","md","json","safetensors","py","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":15,"stars":3,"citations":0,"updatedAt":"2026-08-04T17:15:35.130Z","createdAt":"2026-07-01T22:39:49.386Z","version":"hf-main","upstream":{"gated":false,"repoId":"cross-encoder/monoelectra-large","private":false,"repoUrl":"https://huggingface.co/cross-encoder/monoelectra-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"4c45d587582b1bee147fd4977f018a5f0e5d0803","fetchedAt":"2026-07-01T22:39:49.386Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-04T17:15:35.130Z","mirroredBy":"mirror-batch-worker","mirroredBytes":1337369666,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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":22,"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":22,"publicDownloadableFileCount":7,"externalFileCount":22,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":15,"upstreamStars":3,"label":"15 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":"cross-encoder/monoelectra-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/22 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: cross-encoder/monoelectra-large","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/22 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":15,"totalFiles":22},"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-cross-encoder-monoelectra-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":0,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"modeling.py","sizeBytes":0,"format":"py","risk":"medium","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":"cross-encoder/monoelectra-large"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T07:03:21.668Z","evidence_url":"/api/manifests/hf-model-cross-encoder-monoelectra-large"},"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."}}