{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-21T21:56:58.511Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-cross-encoder-quora-roberta-large","repo":"cross-encoder/quora-roberta-large","artifact":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":5,"mirroredBytes":1425057130,"readinessCheckedAt":"2026-10-21T21:16:39.383Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"ready","downloadReady":true,"downloadable":true,"downloadStatus":"READY","hostedFileCount":5,"mirroredBytes":1425057130,"readinessCheckedAt":"2026-10-21T21:16:39.383Z","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","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":true,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":true},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_01d15dfab2aaf3a7fc0c4d4effc6dd4983a6a7240b376bf4b387fcfbccadecb8","artifactId":"hf-model-cross-encoder-quora-roberta-large","representationId":"rep-c55094a1a15a0f38d678fb0bdbac82e551f1a94cbe6d5892a31991459c710a9d","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-c55094a1a15a0f38d678fb0bdbac82e551f1a94cbe6d5892a31991459c710a9d","artifactId":"hf-model-cross-encoder-quora-roberta-large","format":"safetensors","source":{"provider":"huggingface","identity":"cross-encoder/quora-roberta-large","revision":"d3f224f29852aa5bc5e9dc77f37f13b85e19d3e0","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":629,"sha256":"sha256:bbb09aa22781fd4b7357c209b93266022fadba91af9e81ba7820f6a5af6dfc9d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:71c509c15c101a9ea26faf16b93cf2467619f01a0948c402e1e552e33cfdd69a"},{"path":"model.safetensors","role":"weight","sizeBytes":1421495516,"sha256":"sha256:494d0c28d907f5c1a899243a841e0303556f1c566faec6d885e233f00991d11a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8f885aad3e7124185ec33da81aaf1a1df4d350d8960bac28a4e1d8f26fe8a87e"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1008,"sha256":"sha256:75cbec71553267dadc77a583ef15122c2aa7422eb6635acc72a184a413f17c1c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5ed65d0a1a34580a1a9941f00dbba51d5b430f5e776d0ccad59594b227b1ca75"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3558642,"sha256":"sha256:2bb1a22cfbe25b8e5a232b7fc4d7fc5073923b45724a5f813b00811bb6620f66","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:84873afe91da7056415c9897d95c4b35e86cf685813f13e2f410c5d613a356eb"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1335,"sha256":"sha256:fe09e6fe347cc94002f77bec394efa02db0ac151393f940d0d854af765e8b165","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8f0c73b51d8ecfd066bdd38fc1767ebe0e971fc30ba160e8af77861119e03f96"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:ff47067ad4d69a11fdb2ab5045fc4d561a5a34c3fb6bb317db5df08f81dfd55a","representationDigest":"sha256:74f265bb5a7a6554b5ad9751ae7d52f319d05779c17e0d00afbb77b4a98f574a","evidenceSnapshotDigest":"sha256:6fd5ca882bbd9bd8a6a8b365488370e2a50e605cf60c78e819402ed77a307b3d","evaluatedAt":"2026-09-19T06:28:05.790Z","authorityVersion":"sha256:8c4dd96dadc74bd2cba5b3e7ebf917d6e59d28d51f3a70878cbc1f8dc251e829","invalidatedBy":null,"manifestFinal":false,"downloadable":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":5,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":23,"scope":"recorded-postgres-snapshot"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":23,"publicDownloadableFileCount":5,"externalFileCount":23,"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-complete-bytes","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":"5/23 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; 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 complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":18,"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-quora-roberta-large/mirrors"}},"sampleFiles":[],"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"}}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-cross-encoder-quora-roberta-large/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-cross-encoder-quora-roberta-large","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"cross-encoder/quora-roberta-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/23 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; 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 complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":18,"totalFiles":23},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-cross-encoder-quora-roberta-large/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-cross-encoder-quora-roberta-large","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/distribution"},"supportedClaims":["cross-encoder/quora-roberta-large has 0 self-reported, unqualified Hugging Bay community reviews.","cross-encoder/quora-roberta-large has 0 self-reported run claims; none qualify verification during limited availability.","cross-encoder/quora-roberta-large has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-cross-encoder-quora-roberta-large"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-quora-roberta-large/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}