{"schemaVersion":"hugging-bay.community-review-queue.v1","generatedAt":"2026-09-21T11:38:52.559Z","baseUrl":"https://huggingbay.xyz","apiUrl":"https://huggingbay.xyz/api/community/review-queue?mode=needs-evidence&hosting=actionable&limit=25","mode":"needs-evidence","hosting":"actionable","maxReviews":2,"totalCandidates":250,"totals":{"returned":25,"hosted":0,"firstReview":25,"verifiedRunNeeded":25,"benchmarkNeeded":25,"upstreamDownloads":521211498},"rows":[{"rank":1,"priority":"first-review","reviewPriorityScore":402,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-sentence-transformers-all-minilm-l6-v2","owner":"sentence-transformers","name":"all-MiniLM-L6-v2","repo":"sentence-transformers/all-MiniLM-L6-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L6-v2 · sentence transformers","publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","rust","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":976948716,"sizeKnown":true,"sizeLabel":"931.7 MB","sizeReason":"","declaredSizeBytes":976948716,"mirrorCount":1,"downloadCount":244269090,"stars":6093,"citations":0,"updatedAt":"2026-06-01T06:29:13.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/all-MiniLM-L6-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"1110a243fdf4706b3f48f1d95db1a4f5529b4d41","fetchedAt":"2026-09-21T03:29:14.763Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-06-30T17:00:06.970Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T06:31:32.490Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":0,"mirroredBytes":681380507,"mirroredFiles":23,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":30,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":30,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":976948716,"label":"931.7 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":244269090,"upstreamStars":6093,"label":"244M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L6-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L6-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":30,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-minilm-l6-v2/mirrors"}},"sampleFiles":[]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L6-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L6-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":30,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":30,"totalFiles":30},"demand":{"mirrorRequests":0,"upstreamDownloads":244269090,"upstreamStars":6093,"label":"244M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":30},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect sentence-transformers/all-MiniLM-L6-v2 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l6-v2","community":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l6-v2/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-minilm-l6-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-minilm-l6-v2","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sentence-transformers-all-minilm-l6-v2&limit=100","source":"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-minilm-l6-v2"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-minilm-l6-v2"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l6-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l6-v2/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+sentence-transformers%2Fall-MiniLM-L6-v2&body=Reviewed+sentence-transformers%2Fall-MiniLM-L6-v2.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":2,"priority":"first-review","reviewPriorityScore":381,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-baai-bge-small-en-v1-5","owner":"BAAI","name":"bge-small-en-v1.5","repo":"BAAI/bge-small-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-small-en-v1.5 · sentence transformers","publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","evalResults":[{"task":"Classification","score":"73.79104477611939","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"37.21923821573361","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.0914945617093","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.75377499999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.46766124546022","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.73884001331487","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"46.986","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.55936786727896","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"35.846000000000004","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"51.388","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"52.132999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"52.141000000000005","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-small-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-small-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-small-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":401109346,"sizeKnown":true,"sizeLabel":"382.5 MB","sizeReason":"","declaredSizeBytes":401109346,"mirrorCount":1,"downloadCount":61393640,"stars":587,"citations":0,"updatedAt":"2024-02-22T03:36:23.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-small-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-small-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"5c38ec7c405ec4b44b94cc5a9bb96e735b38267a","fetchedAt":"2026-09-21T03:29:24.759Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-11T06:54:10.927Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T18:16:10.534Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":0,"mirroredBytes":134179649,"mirroredFiles":9,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":14,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":401109346,"label":"382.5 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":61393640,"upstreamStars":587,"label":"61M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-small-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-small-en-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":94783,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-small-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"demand":{"mirrorRequests":0,"upstreamDownloads":61393640,"upstreamStars":587,"label":"61M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":14},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect BAAI/bge-small-en-v1.5 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en-v1-5","community":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en-v1-5/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-small-en-v1-5","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-small-en-v1-5","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-small-en-v1-5&limit=100","source":"https://huggingface.co/BAAI/bge-small-en-v1.5","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-small-en-v1-5"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-small-en-v1-5"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en-v1-5/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+BAAI%2Fbge-small-en-v1.5&body=Reviewed+BAAI%2Fbge-small-en-v1.5.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":3,"priority":"first-review","reviewPriorityScore":378,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-sentence-transformers-all-mpnet-base-v2","owner":"sentence-transformers","name":"all-mpnet-base-v2","repo":"sentence-transformers/all-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-mpnet-base-v2 · sentence transformers","publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","openvino","mpnet","fill-mask","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers text-embeddings-inference dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","text-embeddings-inference","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":3824846935,"sizeKnown":true,"sizeLabel":"3.6 GB","sizeReason":"","declaredSizeBytes":3824846935,"mirrorCount":1,"downloadCount":33094839,"stars":1378,"citations":0,"updatedAt":"2025-08-19T10:14:25.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-mirror-e8c3b32","upstream":{"gated":false,"repoId":"sentence-transformers/all-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"e8c3b32edf5434bc2275fc9bab85f82640a19130","fetchedAt":"2026-09-21T03:29:14.763Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-06-30T17:03:04.775Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T17:04:37.049Z","mirroredBy":"mirror-batch-worker","totalFiles":28,"hostedFiles":0,"mirroredBytes":438671310,"mirroredFiles":10,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":28,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":28,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3824846935,"label":"3.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":33094839,"upstreamStars":1378,"label":"33M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":28,"totalFiles":28},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-mpnet-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":11612,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":28,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":28,"totalFiles":28},"demand":{"mirrorRequests":0,"upstreamDownloads":33094839,"upstreamStars":1378,"label":"33M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":28},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect sentence-transformers/all-mpnet-base-v2 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-mpnet-base-v2","community":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-mpnet-base-v2/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-mpnet-base-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-mpnet-base-v2","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sentence-transformers-all-mpnet-base-v2&limit=100","source":"https://huggingface.co/sentence-transformers/all-mpnet-base-v2","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-mpnet-base-v2"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-mpnet-base-v2"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-mpnet-base-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-mpnet-base-v2/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+sentence-transformers%2Fall-mpnet-base-v2&body=Reviewed+sentence-transformers%2Fall-mpnet-base-v2.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":4,"priority":"first-review","reviewPriorityScore":377,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-facebookai-roberta-large","owner":"FacebookAI","name":"roberta-large","repo":"FacebookAI/roberta-large","type":"llm","summary":"Model from Hugging Face for fill mask: FacebookAI/roberta-large · transformers","publisher":"FacebookAI","sourceUrl":"https://huggingface.co/FacebookAI/roberta-large","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","tf","jax","onnx","safetensors","roberta","fill-mask","exbert","en","dataset:bookcorpus","dataset:wikipedia","arxiv:1907.11692","arxiv:1806.02847","license:mit","endpoints_compatible","region:us","deploy:sagemaker","deploy:azure","llm"],"task":"fill-mask","modality":"text","framework":"transformers","formats":["gitattributes","md","json","msgpack","txt","onnx","safetensors","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":["bookcorpus","wikipedia"],"paperIds":["1907.11692","1806.02847"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/FacebookAI/roberta-large","evalResults":[],"libraryName":"transformers","pipelineTag":"fill-mask","cardDataKeys":["datasets","language","license","tags"],"semanticText":"fill-mask transformers llm model en bookcorpus wikipedia onnx safetensors","semanticTerms":["fill-mask","transformers","llm","model","en","bookcorpus","wikipedia","onnx","safetensors"],"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":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.onnx","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":7534491787,"sizeKnown":true,"sizeLabel":"7.0 GB","sizeReason":"","declaredSizeBytes":7534491787,"mirrorCount":1,"downloadCount":12190994,"stars":321,"citations":0,"updatedAt":"2024-02-19T12:47:04.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"FacebookAI/roberta-large","private":false,"repoUrl":"https://huggingface.co/FacebookAI/roberta-large","disabled":false,"provider":"huggingface","repoType":"model","revision":"722cf37b1afa9454edce342e7895e588b6ff1d59","fetchedAt":"2026-09-21T03:29:40.807Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","mirroredAt":"2026-08-17T17:32:57.554Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":0,"requestedAt":"2026-07-12T12:48:30.305Z","requestCount":1,"mirroredBytes":1424411965,"mirroredFiles":5,"lastRequestedAt":"2026-07-12T12:48:30.305Z","storageProvider":"gcs","recentRequestContexts":[{"at":"2026-07-12T12:48:30.305Z","sourceRoute":"/mirror-demand","topic":"","ranking":"","targetTool":"","desiredFiles":[]}],"hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":12,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":7534491787,"label":"7.0 GB","reason":""},"demand":{"mirrorRequests":1,"upstreamDownloads":12190994,"upstreamStars":321,"label":"1 mirror request","basis":"mirror-requests"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"FacebookAI/roberta-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: FacebookAI/roberta-large","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":12,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-facebookai-roberta-large/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":9295,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":1421662309,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"FacebookAI/roberta-large"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: FacebookAI/roberta-large","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":12,"totalFiles":12},"demand":{"mirrorRequests":1,"upstreamDownloads":12190994,"upstreamStars":321,"label":"1 mirror request","basis":"mirror-requests"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":12},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect FacebookAI/roberta-large from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-large","community":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-large/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-roberta-large","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-facebookai-roberta-large","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-facebookai-roberta-large&limit=100","source":"https://huggingface.co/FacebookAI/roberta-large","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-roberta-large"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-facebookai-roberta-large"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-large/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-large/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+FacebookAI%2Froberta-large&body=Reviewed+FacebookAI%2Froberta-large.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":5,"priority":"first-review","reviewPriorityScore":373,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-qwen-qwen3-0-6b","owner":"Qwen","name":"Qwen3-0.6B","repo":"Qwen/Qwen3-0.6B","type":"llm","summary":"Model from Hugging Face for text generation: Qwen/Qwen3-0.6B · transformers","publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-0.6B","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","qwen3","text-generation","conversational","arxiv:2505.09388","base_model:qwen/qwen3-0.6b-base","base_model:finetune:qwen/qwen3-0.6b-base","license:apache-2.0","text-generation-inference","endpoints_compatible","deploy:sagemaker","deploy:azure","region:us","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2505.09388"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Qwen/Qwen3-0.6B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","license_link","pipeline_tag"],"semanticText":"text-generation transformers llm model safetensors","semanticTerms":["text-generation","transformers","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"LICENSE","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1519209243,"sizeKnown":true,"sizeLabel":"1.4 GB","sizeReason":"","declaredSizeBytes":1519209243,"mirrorCount":1,"downloadCount":27492247,"stars":1652,"citations":0,"updatedAt":"2025-07-26T03:46:27.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qwen/Qwen3-0.6B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-0.6B","disabled":false,"provider":"huggingface","repoType":"model","revision":"c1899de289a04d12100db370d81485cdf75e47ca","fetchedAt":"2026-09-21T03:29:28.742Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-11T06:54:40.880Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T12:28:01.807Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":0,"mirroredBytes":1519182365,"mirroredFiles":7,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":10,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1519209243,"label":"1.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":27492247,"upstreamStars":1652,"label":"27M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-0.6B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-0-6b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":11343,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":13965,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-0.6B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"demand":{"mirrorRequests":0,"upstreamDownloads":27492247,"upstreamStars":1652,"label":"27M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":10},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect Qwen/Qwen3-0.6B from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-0-6b","community":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-0-6b/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-0-6b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-0-6b","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-0-6b&limit=100","source":"https://huggingface.co/Qwen/Qwen3-0.6B","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-0-6b"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-0-6b"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-0-6b/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+Qwen%2FQwen3-0.6B&body=Reviewed+Qwen%2FQwen3-0.6B.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":6,"priority":"first-review","reviewPriorityScore":371,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-nomic-ai-nomic-embed-text-v1-5","owner":"nomic-ai","name":"nomic-embed-text-v1.5","repo":"nomic-ai/nomic-embed-text-v1.5","type":"embedding","summary":"Model from Hugging Face for sentence similarity: nomic-ai/nomic-embed-text-v1.5 · sentence transformers","publisher":"nomic-ai","sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","nomic_bert","feature-extraction","sentence-similarity","mteb","transformers","transformers.js","custom_code","en","arxiv:2402.01613","arxiv:2205.13147","license:apache-2.0","model-index","eval-results","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2402.01613","2205.13147"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","evalResults":[{"task":"Classification","score":"75.20895522388058","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.57605549557802","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.35586565857854","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"91.8144","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"88.65222882032363","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"91.80426301643274","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"47.162000000000006","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"46.59329642263158","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"24.253","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"38.962","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.081","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"40.089000000000006","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en epoch_0_model onnx safetensors transformers transformers.js text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","epoch_0_model","onnx","safetensors","transformers","transformers.js","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_bnb4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_int8.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_q4f16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_uint8.onnx","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["epoch_0_model"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":2215243354,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2215243354,"mirrorCount":1,"downloadCount":17766485,"stars":935,"citations":0,"updatedAt":"2026-04-07T14:17:02.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"nomic-ai/nomic-embed-text-v1.5","private":false,"repoUrl":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"e9b6763023c676ca8431644204f50c2b100d9aab","fetchedAt":"2026-09-21T03:29:44.836Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-06-30T17:03:10.078Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:45:14.707Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":0,"mirroredBytes":547886095,"mirroredFiles":9,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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."},"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":"external","fileCount":20,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2215243354,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":17766485,"upstreamStars":935,"label":"18M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nomic-ai/nomic-embed-text-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: nomic-ai/nomic-embed-text-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"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-nomic-ai-nomic-embed-text-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":71843,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":140,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nomic-ai/nomic-embed-text-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: nomic-ai/nomic-embed-text-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":20,"totalFiles":20},"demand":{"mirrorRequests":0,"upstreamDownloads":17766485,"upstreamStars":935,"label":"18M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":20},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect nomic-ai/nomic-embed-text-v1.5 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v1-5","community":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v1-5/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-nomic-ai-nomic-embed-text-v1-5","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-nomic-ai-nomic-embed-text-v1-5","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nomic-ai-nomic-embed-text-v1-5&limit=100","source":"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-nomic-ai-nomic-embed-text-v1-5"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-nomic-ai-nomic-embed-text-v1-5"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-nomic-ai-nomic-embed-text-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-nomic-ai-nomic-embed-text-v1-5/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+nomic-ai%2Fnomic-embed-text-v1.5&body=Reviewed+nomic-ai%2Fnomic-embed-text-v1.5.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":7,"priority":"first-review","reviewPriorityScore":368,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-baai-bge-large-en-v1-5","owner":"BAAI","name":"bge-large-en-v1.5","repo":"BAAI/bge-large-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-large-en-v1.5 · sentence transformers","publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","eval-results","text-embeddings-inference","endpoints_compatible"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","evalResults":[{"task":"Classification","score":"75.8507462686567","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"38.566457320228245","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"69.69386648043475","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"92.416675","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.1928861155922","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"92.39477019574215","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.175999999999995","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"47.80712792870253","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"40.184999999999995","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"55.654","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.25","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.255","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-large-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-large-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-large-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":4019210262,"sizeKnown":true,"sizeLabel":"3.7 GB","sizeReason":"","declaredSizeBytes":4019210262,"mirrorCount":1,"downloadCount":14562000,"stars":740,"citations":0,"updatedAt":"2024-02-21T02:51:44.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-large-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-large-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"d4aa6901d3a41ba39fb536a557fa166f842b0e09","fetchedAt":"2026-09-21T03:29:24.759Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-06-30T17:03:17.708Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T18:47:58.881Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":0,"mirroredBytes":1341328791,"mirroredFiles":3,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":14,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4019210262,"label":"3.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":14562000,"upstreamStars":740,"label":"15M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-large-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-large-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-large-en-v1-5/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":191,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":94607,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":124,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-large-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-large-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"demand":{"mirrorRequests":0,"upstreamDownloads":14562000,"upstreamStars":740,"label":"15M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":14},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect BAAI/bge-large-en-v1.5 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-baai-bge-large-en-v1-5","community":"https://huggingbay.xyz/artifact/hf-model-baai-bge-large-en-v1-5/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-large-en-v1-5","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-large-en-v1-5","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-large-en-v1-5&limit=100","source":"https://huggingface.co/BAAI/bge-large-en-v1.5","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-large-en-v1-5"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-large-en-v1-5"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-large-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-large-en-v1-5/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+BAAI%2Fbge-large-en-v1.5&body=Reviewed+BAAI%2Fbge-large-en-v1.5.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":8,"priority":"first-review","reviewPriorityScore":367,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-qwen-qwen3-8b","owner":"Qwen","name":"Qwen3-8B","repo":"Qwen/Qwen3-8B","type":"llm","summary":"Model from Hugging Face for text generation: Qwen/Qwen3-8B · transformers","publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-8B","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","qwen3","text-generation","conversational","arxiv:2309.00071","arxiv:2505.09388","base_model:qwen/qwen3-8b-base","base_model:finetune:qwen/qwen3-8b-base","license:apache-2.0","eval-results","text-generation-inference","endpoints_compatible","region:us","deploy:sagemaker","deploy:azure","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2309.00071","2505.09388"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Qwen/Qwen3-8B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","license_link","pipeline_tag"],"semanticText":"text-generation transformers llm model safetensors","semanticTerms":["text-generation","transformers","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"LICENSE","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model-00001-of-00005.safetensors","sizeBytes":0},{"lfs":false,"path":"model-00002-of-00005.safetensors","sizeBytes":0},{"lfs":false,"path":"model-00003-of-00005.safetensors","sizeBytes":0},{"lfs":false,"path":"model-00004-of-00005.safetensors","sizeBytes":0},{"lfs":false,"path":"model-00005-of-00005.safetensors","sizeBytes":0},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":16397461266,"sizeKnown":true,"sizeLabel":"15.3 GB","sizeReason":"","declaredSizeBytes":16397461266,"mirrorCount":1,"downloadCount":13624078,"stars":2025,"citations":0,"updatedAt":"2025-07-26T03:49:13.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qwen/Qwen3-8B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-8B","disabled":false,"provider":"huggingface","repoType":"model","revision":"b968826d9c46dd6066d109eabc6255188de91218","fetchedAt":"2026-09-21T03:29:28.742Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-06-30T17:03:19.838Z","approvedBy":"configured-admin","mirroredAt":"2026-08-17T17:25:07.553Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":0,"mirroredBytes":16397431693,"mirroredFiles":12,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":15,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":15,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":16397461266,"label":"15.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":13624078,"upstreamStars":2025,"label":"14M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-8B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-8B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":15,"totalFiles":15},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-8b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":11343,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":16660,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-8B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-8B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":15,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":15,"totalFiles":15},"demand":{"mirrorRequests":0,"upstreamDownloads":13624078,"upstreamStars":2025,"label":"14M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":15},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect Qwen/Qwen3-8B from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-8b","community":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-8b/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-8b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-8b","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-8b&limit=100","source":"https://huggingface.co/Qwen/Qwen3-8B","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-8b"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-8b"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-8b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-8b/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+Qwen%2FQwen3-8B&body=Reviewed+Qwen%2FQwen3-8B.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":9,"priority":"first-review","reviewPriorityScore":365,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-facebookai-roberta-base","owner":"FacebookAI","name":"roberta-base","repo":"FacebookAI/roberta-base","type":"llm","summary":"Model from Hugging Face for fill mask: FacebookAI/roberta-base · transformers","publisher":"FacebookAI","sourceUrl":"https://huggingface.co/FacebookAI/roberta-base","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","tf","jax","rust","safetensors","roberta","fill-mask","exbert","en","dataset:bookcorpus","dataset:wikipedia","arxiv:1907.11692","arxiv:1806.02847","license:mit","endpoints_compatible","region:us","deploy:sagemaker","deploy:azure","llm"],"task":"fill-mask","modality":"text","framework":"transformers","formats":["gitattributes","md","json","txt","msgpack","safetensors","bin","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":["bookcorpus","wikipedia"],"paperIds":["1907.11692","1806.02847"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/FacebookAI/roberta-base","evalResults":[],"libraryName":"transformers","pipelineTag":"fill-mask","cardDataKeys":["datasets","language","license","tags"],"semanticText":"fill-mask transformers llm model en bookcorpus wikipedia safetensors","semanticTerms":["fill-mask","transformers","llm","model","en","bookcorpus","wikipedia","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"dict.txt","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":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":2815192007,"sizeKnown":true,"sizeLabel":"2.6 GB","sizeReason":"","declaredSizeBytes":2815192007,"mirrorCount":1,"downloadCount":11523486,"stars":664,"citations":0,"updatedAt":"2024-02-19T12:39:28.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-e2da8e2","upstream":{"gated":false,"repoId":"FacebookAI/roberta-base","private":false,"repoUrl":"https://huggingface.co/FacebookAI/roberta-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"e2da8e2f811d1448a5b465c236feacd80ffbac7b","fetchedAt":"2026-09-21T03:29:40.807Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-03T05:56:09.965Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:49:00.627Z","mirroredBy":"mirror-batch-worker","mirroredBytes":501529564,"mirroredFiles":6,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":13,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2815192007,"label":"2.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":11523486,"upstreamStars":664,"label":"12M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"FacebookAI/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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: FacebookAI/roberta-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":13,"totalFiles":13},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-facebookai-roberta-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":498796983,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"FacebookAI/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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: FacebookAI/roberta-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":13,"totalFiles":13},"demand":{"mirrorRequests":0,"upstreamDownloads":11523486,"upstreamStars":664,"label":"12M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":13},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect FacebookAI/roberta-base from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-base","community":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-base/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-roberta-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-facebookai-roberta-base","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-facebookai-roberta-base&limit=100","source":"https://huggingface.co/FacebookAI/roberta-base","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebookai-roberta-base"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-facebookai-roberta-base"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebookai-roberta-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-facebookai-roberta-base/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+FacebookAI%2Froberta-base&body=Reviewed+FacebookAI%2Froberta-base.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":10,"priority":"first-review","reviewPriorityScore":364,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-openai-whisper-large-v3-turbo","owner":"openai","name":"whisper-large-v3-turbo","repo":"openai/whisper-large-v3-turbo","type":"audio","summary":"Model from Hugging Face for automatic speech recognition: openai/whisper-large-v3-turbo · transformers","publisher":"openai","sourceUrl":"https://huggingface.co/openai/whisper-large-v3-turbo","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","whisper","automatic-speech-recognition","audio","en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca","nl","ar","sv"],"task":"automatic-speech-recognition","modality":"audio","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2212.04356"],"repoType":"model","baseModel":"","languages":["en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca"],"sourceUrl":"https://huggingface.co/openai/whisper-large-v3-turbo","evalResults":[],"libraryName":"transformers","pipelineTag":"automatic-speech-recognition","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags","widget"],"semanticText":"automatic-speech-recognition transformers audio model en zh de es ru ko fr ja pt tr pl ca safetensors","semanticTerms":["automatic-speech-recognition","transformers","audio","model","en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","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":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"normalizer.json","sizeBytes":0},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1622466054,"sizeKnown":true,"sizeLabel":"1.5 GB","sizeReason":"","declaredSizeBytes":1622466054,"mirrorCount":1,"downloadCount":7120196,"stars":3372,"citations":0,"updatedAt":"2024-10-04T14:51:11.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-41f01f3","upstream":{"gated":false,"repoId":"openai/whisper-large-v3-turbo","private":false,"repoUrl":"https://huggingface.co/openai/whisper-large-v3-turbo","disabled":false,"provider":"huggingface","repoType":"model","revision":"41f01f3fe87f28c78e2fbf8b568835947dd65ed9","fetchedAt":"2026-09-21T03:09:14.509Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-03T04:05:13.670Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T03:31:31.218Z","mirroredBy":"mirror-batch-worker","mirroredBytes":1621315695,"mirroredFiles":7,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":13,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1622466054,"label":"1.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":7120196,"upstreamStars":3372,"label":"7.1M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-large-v3-turbo"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: openai/whisper-large-v3-turbo","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":13,"totalFiles":13},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-openai-whisper-large-v3-turbo/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":21196,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"added_tokens.json","sizeBytes":34648,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"generation_config.json","sizeBytes":3772,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-large-v3-turbo"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: openai/whisper-large-v3-turbo","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":13,"totalFiles":13},"demand":{"mirrorRequests":0,"upstreamDownloads":7120196,"upstreamStars":3372,"label":"7.1M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":13},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect openai/whisper-large-v3-turbo from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3-turbo","community":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3-turbo/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-large-v3-turbo","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-large-v3-turbo","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-openai-whisper-large-v3-turbo&limit=100","source":"https://huggingface.co/openai/whisper-large-v3-turbo","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-large-v3-turbo"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-large-v3-turbo"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3-turbo/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3-turbo/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+openai%2Fwhisper-large-v3-turbo&body=Reviewed+openai%2Fwhisper-large-v3-turbo.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":11,"priority":"first-review","reviewPriorityScore":364,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-openai-whisper-large-v3","owner":"openai","name":"whisper-large-v3","repo":"openai/whisper-large-v3","type":"audio","summary":"Model from Hugging Face for automatic speech recognition: openai/whisper-large-v3 · transformers","publisher":"openai","sourceUrl":"https://huggingface.co/openai/whisper-large-v3","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","pytorch","jax","safetensors","whisper","automatic-speech-recognition","audio","hf-asr-leaderboard","en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca"],"task":"automatic-speech-recognition","modality":"audio","framework":"transformers","formats":["gitattributes","md","json","msgpack","txt","safetensors","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2212.04356"],"repoType":"model","baseModel":"","languages":["en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca"],"sourceUrl":"https://huggingface.co/openai/whisper-large-v3","evalResults":[],"libraryName":"transformers","pipelineTag":"automatic-speech-recognition","cardDataKeys":["language","license","pipeline_tag","tags","widget"],"semanticText":"automatic-speech-recognition transformers audio model en zh de es ru ko fr ja pt tr pl ca safetensors","semanticTerms":["automatic-speech-recognition","transformers","audio","model","en","zh","de","es","ru","ko","fr","ja","pt","tr","pl","ca","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","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":"flax_model.msgpack","sizeBytes":0},{"lfs":false,"path":"generation_config.json","sizeBytes":0},{"lfs":false,"path":"merges.txt","sizeBytes":0},{"lfs":false,"path":"model.fp32-00001-of-00002.safetensors","sizeBytes":0},{"lfs":false,"path":"model.fp32-00002-of-00002.safetensors","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"model.safetensors.index.fp32.json","sizeBytes":0},{"lfs":false,"path":"normalizer.json","sizeBytes":0},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin.index.fp32.json","sizeBytes":0},{"lfs":false,"path":"pytorch_model.fp32-00001-of-00002.bin","sizeBytes":0},{"lfs":false,"path":"pytorch_model.fp32-00002-of-00002.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.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":24701695487,"sizeKnown":true,"sizeLabel":"23.0 GB","sizeReason":"","declaredSizeBytes":24701695487,"mirrorCount":1,"downloadCount":5749885,"stars":6325,"citations":0,"updatedAt":"2024-08-12T10:20:10.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-06f233f","upstream":{"gated":false,"repoId":"openai/whisper-large-v3","private":false,"repoUrl":"https://huggingface.co/openai/whisper-large-v3","disabled":false,"provider":"huggingface","repoType":"model","revision":"06f233fe06e710322aca913c1bc4249a0d71fce1","fetchedAt":"2026-09-21T03:09:14.509Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-03T04:05:00.393Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T03:52:39.781Z","mirroredBy":"mirror-batch-worker","mirroredBytes":3090391989,"mirroredFiles":7,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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."},"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":"external","fileCount":21,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":24701695487,"label":"23.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":5749885,"upstreamStars":6325,"label":"5.7M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-large-v3"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: openai/whisper-large-v3","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"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-openai-whisper-large-v3/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":21829,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"added_tokens.json","sizeBytes":34648,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":6174007324,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-large-v3"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: openai/whisper-large-v3","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":21,"totalFiles":21},"demand":{"mirrorRequests":0,"upstreamDownloads":5749885,"upstreamStars":6325,"label":"5.7M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":21},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect openai/whisper-large-v3 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3","community":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-large-v3","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-large-v3","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-openai-whisper-large-v3&limit=100","source":"https://huggingface.co/openai/whisper-large-v3","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-large-v3"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-large-v3"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-large-v3/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-large-v3/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+openai%2Fwhisper-large-v3&body=Reviewed+openai%2Fwhisper-large-v3.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":12,"priority":"first-review","reviewPriorityScore":363,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-shibing624-text2vec-base-chinese","owner":"shibing624","name":"text2vec-base-chinese","repo":"shibing624/text2vec-base-chinese","type":"embedding","summary":"Model from Hugging Face for sentence similarity: shibing624/text2vec-base-chinese · sentence transformers","publisher":"shibing624","sourceUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","sentence transformers","sentence-similarity","zh","dataset:shibing624/nli_zh","license:apache-2.0","endpoints_compatible","deploy:azure","region:us","embedding","shibing624/nli_zh"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","txt","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["shibing624/nli_zh"],"paperIds":[],"repoType":"model","baseModel":"","languages":["zh"],"sourceUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model zh shibing624/nli_zh onnx safetensors sentence transformers","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","zh","shibing624/nli_zh","onnx","safetensors","sentence transformers"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1229},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":74},{"lfs":false,"path":"README.md","sizeBytes":13700},{"lfs":false,"path":"config.json","sizeBytes":856},{"lfs":false,"path":"logs.txt","sizeBytes":546},{"lfs":true,"path":"model.safetensors","sizeBytes":409098104},{"lfs":false,"path":"modules.json","sizeBytes":230},{"lfs":false,"path":"onnx/config.json","sizeBytes":836},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":406953148},{"lfs":true,"path":"onnx/model_O4.onnx","sizeBytes":203394875},{"lfs":true,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":102907384},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":439124},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":394},{"lfs":false,"path":"onnx/vocab.txt","sizeBytes":109540},{"lfs":true,"path":"openvino/openvino_model.bin","sizeBytes":406712480},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":363277},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":409154033},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":54},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":112},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":319},{"lfs":false,"path":"vocab.txt","sizeBytes":109540}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1939259980,"sizeKnown":true,"sizeLabel":"1.8 GB","sizeReason":"","declaredSizeBytes":1939259980,"mirrorCount":1,"downloadCount":1619123,"stars":797,"citations":0,"updatedAt":"2026-07-27T12:42:46.318Z","createdAt":"2026-06-29T22:19:54.936Z","version":"hf-mirror-183bb99","upstream":{"gated":false,"repoId":"shibing624/text2vec-base-chinese","private":false,"repoUrl":"https://huggingface.co/shibing624/text2vec-base-chinese","disabled":false,"provider":"huggingface","repoType":"model","revision":"183bb99aa7af74355fb58d16edf8c13ae7c5433e","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"external","approvedAt":"2026-07-11T07:20:54.714Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T12:42:46.318Z","mirroredBy":"mirror-batch-worker","requestedAt":"2026-07-06T12:30:32.732Z","requestCount":1,"mirroredBytes":409209289,"mirroredFiles":8,"lastRequestedAt":"2026-07-06T12:30:32.732Z","storageProvider":"gcs","recentRequestContexts":[{"at":"2026-07-06T12:30:32.732Z","sourceRoute":"/mirror-demand","topic":"","ranking":"","targetTool":"","desiredFiles":[]}],"hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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."},"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":"external","fileCount":22,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":22,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1939259980,"label":"1.8 GB","reason":""},"demand":{"mirrorRequests":1,"upstreamDownloads":1619123,"upstreamStars":797,"label":"1 mirror request","basis":"mirror-requests"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"shibing624/text2vec-base-chinese"},{"id":"scan","label":"Scan","status":"pass","detail":"passed (sampled)"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: shibing624/text2vec-base-chinese","Scan: passed (sampled)"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":22,"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-shibing624-text2vec-base-chinese/mirrors"}},"sampleFiles":[]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"shibing624/text2vec-base-chinese"},{"id":"scan","label":"Scan","status":"pass","detail":"passed (sampled)"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: shibing624/text2vec-base-chinese","Scan: passed (sampled)"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":22,"totalFiles":22},"demand":{"mirrorRequests":1,"upstreamDownloads":1619123,"upstreamStars":797,"label":"1 mirror request","basis":"mirror-requests"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":22},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect shibing624/text2vec-base-chinese from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-shibing624-text2vec-base-chinese","community":"https://huggingbay.xyz/artifact/hf-model-shibing624-text2vec-base-chinese/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-shibing624-text2vec-base-chinese","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-shibing624-text2vec-base-chinese","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-shibing624-text2vec-base-chinese&limit=100","source":"https://huggingface.co/shibing624/text2vec-base-chinese","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-shibing624-text2vec-base-chinese"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-shibing624-text2vec-base-chinese"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-shibing624-text2vec-base-chinese/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-shibing624-text2vec-base-chinese/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+shibing624%2Ftext2vec-base-chinese&body=Reviewed+shibing624%2Ftext2vec-base-chinese.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":13,"priority":"first-review","reviewPriorityScore":362,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-intfloat-multilingual-e5-small","owner":"intfloat","name":"multilingual-e5-small","repo":"intfloat/multilingual-e5-small","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/multilingual-e5-small · sentence transformers","publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-small","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","bert","mteb","sentence transformers","sentence-similarity","multilingual","af","am","ar","as","az","be","bg","bn","br","bs"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["yaml","gitattributes","json","md","safetensors","onnx","model","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2108.08787","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-small","evalResults":[{"task":"Classification","score":"73.79104477611939","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"36.9996434842022","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"67.95453679103099","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.64882226980728","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"82.11942130026586","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"69.87963421606715","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"75.8095952023988","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"24.46869495579561","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"63.00108480037597","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"64.186295503212","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"15.496804690197042","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"52.07153895475031","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca intfloat/multilingual-e5-small onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","intfloat/multilingual-e5-small","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".eval_results/ArguAna.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEarthScienceRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightEconomicsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightLeetcodeRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPonyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightPsychologyRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightRoboticsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightStackoverflowRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingLongRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightSustainableLivingRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQAQuestionsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".eval_results/BrightTheoremQATheoremsRetrieval.yaml","sizeBytes":0},{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0}],"modelIndexNames":["intfloat/multilingual-e5-small"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":2280201964,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2280201964,"mirrorCount":1,"downloadCount":9946340,"stars":422,"citations":0,"updatedAt":"2026-04-02T02:16:05.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-main","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-small","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-small","disabled":false,"provider":"huggingface","repoType":"model","revision":"614241f622f53c4eeff9890bdc4f31cfecc418b3","fetchedAt":"2026-09-21T03:30:05.152Z","importMode":"external-catalog","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-11T07:16:13.374Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T09:51:40.919Z","mirroredBy":"mirror-batch-worker","totalFiles":43,"hostedFiles":0,"mirroredBytes":475712560,"mirroredFiles":8,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":43,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":43,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":43,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":43,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2280201964,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":9946340,"upstreamStars":422,"label":"9.9M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-small"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-small","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":43,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":43,"totalFiles":43},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-intfloat-multilingual-e5-small/mirrors"}},"sampleFiles":[{"path":".eval_results/ArguAna.yaml","sizeBytes":575,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightAopsRetrieval.yaml","sizeBytes":641,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyLongRetrieval.yaml","sizeBytes":651,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightBiologyRetrieval.yaml","sizeBytes":647,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".eval_results/BrightEarthScienceLongRetrieval.yaml","sizeBytes":663,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-small"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-small","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":43,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":43,"totalFiles":43},"demand":{"mirrorRequests":0,"upstreamDownloads":9946340,"upstreamStars":422,"label":"9.9M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":43},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect intfloat/multilingual-e5-small from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-small","community":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-small/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-intfloat-multilingual-e5-small","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-intfloat-multilingual-e5-small","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-intfloat-multilingual-e5-small&limit=100","source":"https://huggingface.co/intfloat/multilingual-e5-small","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-intfloat-multilingual-e5-small"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-intfloat-multilingual-e5-small"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-small/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-small/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+intfloat%2Fmultilingual-e5-small&body=Reviewed+intfloat%2Fmultilingual-e5-small.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":14,"priority":"first-review","reviewPriorityScore":361,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-baai-bge-base-en-v1-5","owner":"BAAI","name":"bge-base-en-v1.5","repo":"BAAI/bge-base-en-v1.5","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-base-en-v1.5 · sentence transformers","publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","region:us"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2401.03462","2312.15503","2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","evalResults":[{"task":"Classification","score":"76.14925373134328","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"39.32336517995478","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"70.16902252611425","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.386825","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.21276917991995","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.37741030006174","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"48.846000000000004","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"48.14646269778261","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"40.754000000000005","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"55.761","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.330999999999996","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"56.333999999999996","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en bge-base-en-v1.5 onnx safetensors sentence-similarity transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","bge-base-en-v1.5","onnx","safetensors","sentence-similarity","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["bge-base-en-v1.5"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1312805365,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1312805365,"mirrorCount":1,"downloadCount":8277196,"stars":499,"citations":0,"updatedAt":"2024-02-21T03:00:19.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-a5beb1e","upstream":{"gated":false,"repoId":"BAAI/bge-base-en-v1.5","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-base-en-v1.5","disabled":false,"provider":"huggingface","repoType":"model","revision":"a5beb1e3e68b9ab74eb54cfd186867f64f240e1a","fetchedAt":"2026-09-21T03:29:24.759Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-11T17:33:50.589Z","approvedBy":"reviewed-large-mirror-worker","mirroredAt":"2026-07-27T03:27:15.788Z","mirroredBy":"mirror-batch-worker","mirroredBytes":438900399,"mirroredFiles":10,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":14,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1312805365,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":8277196,"upstreamStars":499,"label":"8.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-base-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: BAAI/bge-base-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-base-en-v1-5/mirrors"}},"sampleFiles":[]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-base-en-v1.5"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: BAAI/bge-base-en-v1.5","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":14,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"demand":{"mirrorRequests":0,"upstreamDownloads":8277196,"upstreamStars":499,"label":"8.3M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":14},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect BAAI/bge-base-en-v1.5 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-baai-bge-base-en-v1-5","community":"https://huggingbay.xyz/artifact/hf-model-baai-bge-base-en-v1-5/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-base-en-v1-5","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-base-en-v1-5","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-baai-bge-base-en-v1-5&limit=100","source":"https://huggingface.co/BAAI/bge-base-en-v1.5","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-base-en-v1-5"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-baai-bge-base-en-v1-5"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-base-en-v1-5/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-base-en-v1-5/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+BAAI%2Fbge-base-en-v1.5&body=Reviewed+BAAI%2Fbge-base-en-v1.5.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":15,"priority":"first-review","reviewPriorityScore":360,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-mixedbread-ai-mxbai-embed-large-v1","owner":"mixedbread-ai","name":"mxbai-embed-large-v1","repo":"mixedbread-ai/mxbai-embed-large-v1","type":"embedding","summary":"Model from Hugging Face for feature extraction: mixedbread-ai/mxbai-embed-large-v1 · sentence transformers","publisher":"mixedbread-ai","sourceUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","onnx","safetensors","openvino","gguf","bert","feature-extraction","mteb","transformers.js","transformers","en","arxiv:2309.12871","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding","mxbai-angle-large-v1"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","gguf","safetensors","onnx","bin","xml"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2309.12871"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","evalResults":[{"task":"Classification","score":"75.044776119403","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"37.7362433623053","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.92736573359774","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.84025000000001","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"90.93190875404055","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.8297833897293","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"49.184","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"48.74163227751588","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"41.252","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"57.778","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.233000000000004","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"58.23700000000001","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"sentence-transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","library_name","license","model-index","pipeline_tag","tags"],"semanticText":"feature-extraction sentence-transformers embedding model en mxbai-angle-large-v1 onnx safetensors gguf transformers.js transformers text-embeddings-inference","semanticTerms":["feature-extraction","sentence-transformers","embedding","model","en","mxbai-angle-large-v1","onnx","safetensors","gguf","transformers.js","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"LICENSE","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"gguf/mxbai-embed-large-v1-f16.gguf","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_fp16.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quantized.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":["mxbai-angle-large-v1"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":5358819997,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5358819997,"mirrorCount":1,"downloadCount":5778239,"stars":825,"citations":0,"updatedAt":"2026-01-23T11:59:58.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-b33106f","upstream":{"gated":false,"repoId":"mixedbread-ai/mxbai-embed-large-v1","private":false,"repoUrl":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"b33106f585b9ce46904ad7443a3b52b7a63e231c","fetchedAt":"2026-09-21T03:30:17.119Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-02T16:22:08.611Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T17:28:41.266Z","mirroredBy":"mirror-batch-worker","mirroredBytes":671274755,"mirroredFiles":10,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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."},"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":"external","fileCount":21,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5358819997,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":5778239,"upstreamStars":825,"label":"5.8M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"mixedbread-ai/mxbai-embed-large-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: mixedbread-ai/mxbai-embed-large-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"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-mixedbread-ai-mxbai-embed-large-v1/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1585,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":10762,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":114268,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"mixedbread-ai/mxbai-embed-large-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: mixedbread-ai/mxbai-embed-large-v1","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":21,"totalFiles":21},"demand":{"mirrorRequests":0,"upstreamDownloads":5778239,"upstreamStars":825,"label":"5.8M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":21},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect mixedbread-ai/mxbai-embed-large-v1 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-mixedbread-ai-mxbai-embed-large-v1","community":"https://huggingbay.xyz/artifact/hf-model-mixedbread-ai-mxbai-embed-large-v1/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mixedbread-ai-mxbai-embed-large-v1","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-mixedbread-ai-mxbai-embed-large-v1","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mixedbread-ai-mxbai-embed-large-v1&limit=100","source":"https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mixedbread-ai-mxbai-embed-large-v1"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-mixedbread-ai-mxbai-embed-large-v1"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mixedbread-ai-mxbai-embed-large-v1/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-mixedbread-ai-mxbai-embed-large-v1/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+mixedbread-ai%2Fmxbai-embed-large-v1&body=Reviewed+mixedbread-ai%2Fmxbai-embed-large-v1.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":16,"priority":"first-review","reviewPriorityScore":358,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","owner":"sentence-transformers","name":"paraphrase-multilingual-mpnet-base-v2","repo":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-multilingual-mpnet-base-v2 · sentence transformers","publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","xlm-roberta","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","multilingual","ar","bg","ca","cs","da","de","el","en"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa"],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","language_bcp47","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar bg ca cs da de el en es et fa onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":10851051682,"sizeKnown":true,"sizeLabel":"10.1 GB","sizeReason":"","declaredSizeBytes":10851051682,"mirrorCount":1,"downloadCount":7567460,"stars":521,"citations":0,"updatedAt":"2025-08-19T10:29:38.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"4328cf26390c98c5e3c738b4460a05b95f4911f5","fetchedAt":"2026-09-21T03:29:14.763Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","mirroredAt":"2026-07-27T01:54:34.300Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":0,"mirroredBytes":1121284642,"mirroredFiles":8,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":27,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":27,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":10851051682,"label":"10.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":7567460,"upstreamStars":521,"label":"7.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-multilingual-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":27,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":744,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":5122,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":122,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/paraphrase-multilingual-mpnet-base-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":27,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":27,"totalFiles":27},"demand":{"mirrorRequests":0,"upstreamDownloads":7567460,"upstreamStars":521,"label":"7.6M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":27},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect sentence-transformers/paraphrase-multilingual-mpnet-base-v2 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","community":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2&limit=100","source":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+sentence-transformers%2Fparaphrase-multilingual-mpnet-base-v2&body=Reviewed+sentence-transformers%2Fparaphrase-multilingual-mpnet-base-v2.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":17,"priority":"first-review","reviewPriorityScore":358,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-intfloat-multilingual-e5-base","owner":"intfloat","name":"multilingual-e5-base","repo":"intfloat/multilingual-e5-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: intfloat/multilingual-e5-base · sentence transformers","publisher":"intfloat","sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-base","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","safetensors","openvino","xlm-roberta","mteb","sentence transformers","sentence-similarity","multilingual","af","am","ar","as","az","be","bg","bn","br","bs"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["yaml","gitattributes","json","md","safetensors","onnx","model","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.05672","2108.08787","2104.08663","2210.07316"],"repoType":"model","baseModel":"","languages":["multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca"],"sourceUrl":"https://huggingface.co/intfloat/multilingual-e5-base","evalResults":[{"task":"Classification","score":"78.97014925373135","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"43.69351129103008","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"73.38075030070492","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"71.7237687366167","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"82.22089859962671","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"69.95532758884401","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (de)"},{"task":"Classification","score":"79.65517241379312","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"28.507918657094738","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"66.84516013726119","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en-ext)"},{"task":"Classification","score":"73.32976445396146","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"20.720481637566014","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"},{"task":"Classification","score":"59.78002763416003","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (ja)"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","license","model-index","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual af am ar as az be bg bn br bs ca multilingual-e5-base onnx safetensors sentence transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","af","am","ar","as","az","be","bg","bn","br","bs","ca","multilingual-e5-base","onnx","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".eval_results/ArguAna.yaml","sizeBytes":0},{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":0},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0}],"modelIndexNames":["multilingual-e5-base"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":5322810412,"sizeKnown":true,"sizeLabel":"5.0 GB","sizeReason":"","declaredSizeBytes":5322810412,"mirrorCount":1,"downloadCount":6538697,"stars":387,"citations":0,"updatedAt":"2026-04-02T02:13:31.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-d128750","upstream":{"gated":false,"repoId":"intfloat/multilingual-e5-base","private":false,"repoUrl":"https://huggingface.co/intfloat/multilingual-e5-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"d128750597153bb5987e10b1c3493a34e5a4502a","fetchedAt":"2026-09-21T03:30:05.152Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-03T01:14:09.930Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:59:53.364Z","mirroredBy":"mirror-batch-worker","mirroredBytes":1129285984,"mirroredFiles":8,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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."},"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":"external","fileCount":23,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5322810412,"label":"5.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":6538697,"upstreamStars":387,"label":"6.5M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"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-intfloat-multilingual-e5-base/mirrors"}},"sampleFiles":[{"path":".eval_results/ArguAna.yaml","sizeBytes":575,"format":"yaml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":".gitattributes","sizeBytes":1528,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":179345,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"intfloat/multilingual-e5-base"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: intfloat/multilingual-e5-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":23,"totalFiles":23},"demand":{"mirrorRequests":0,"upstreamDownloads":6538697,"upstreamStars":387,"label":"6.5M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":23},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect intfloat/multilingual-e5-base from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-base","community":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-base/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-intfloat-multilingual-e5-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-intfloat-multilingual-e5-base","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-intfloat-multilingual-e5-base&limit=100","source":"https://huggingface.co/intfloat/multilingual-e5-base","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-intfloat-multilingual-e5-base"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-intfloat-multilingual-e5-base"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-base/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+intfloat%2Fmultilingual-e5-base&body=Reviewed+intfloat%2Fmultilingual-e5-base.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":18,"priority":"first-review","reviewPriorityScore":358,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-qwen-qwen2-5-0-5b-instruct","owner":"Qwen","name":"Qwen2.5-0.5B-Instruct","repo":"Qwen/Qwen2.5-0.5B-Instruct","type":"llm","summary":"Model from Hugging Face for text generation: Qwen/Qwen2.5-0.5B-Instruct · transformers","publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","qwen2","text-generation","chat","conversational","en","arxiv:2407.10671","base_model:qwen/qwen2.5-0.5b","base_model:finetune:qwen/qwen2.5-0.5b","license:apache-2.0","text-generation-inference","endpoints_compatible","deploy:azure","region:us","llm","qwen/qwen2.5-0.5b"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":"Qwen/Qwen2.5-0.5B","derivedFrom":"Qwen/Qwen2.5-0.5B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2407.10671"],"repoType":"model","baseModel":"Qwen/Qwen2.5-0.5B","languages":["en"],"sourceUrl":"https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","language","library_name","license","license_link","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en qwen/qwen2.5-0.5b safetensors chat","semanticTerms":["text-generation","transformers","llm","model","en","qwen/qwen2.5-0.5b","safetensors","chat"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"LICENSE","sizeBytes":11343},{"lfs":false,"path":"README.md","sizeBytes":4917},{"lfs":false,"path":"config.json","sizeBytes":659},{"lfs":false,"path":"generation_config.json","sizeBytes":242},{"lfs":false,"path":"merges.txt","sizeBytes":1671839},{"lfs":true,"path":"model.safetensors","sizeBytes":988097824},{"lfs":false,"path":"tokenizer.json","sizeBytes":7031645},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":7305},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":999604126,"sizeKnown":true,"sizeLabel":"953.3 MB","sizeReason":"","declaredSizeBytes":999604126,"mirrorCount":1,"downloadCount":4989024,"stars":552,"citations":0,"updatedAt":"2026-07-27T02:14:16.818Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-7ae5576","upstream":{"gated":false,"repoId":"Qwen/Qwen2.5-0.5B-Instruct","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct","disabled":false,"provider":"huggingface","repoType":"model","revision":"7ae557604adf67be50417f59c2c2f167def9a775","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"external","approvedAt":"2026-07-03T04:33:54.243Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T02:14:16.818Z","mirroredBy":"mirror-batch-worker","mirroredBytes":999586347,"mirroredFiles":7,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":10,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":999604126,"label":"953.3 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4989024,"upstreamStars":552,"label":"5.0M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen2.5-0.5B-Instruct"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen2.5-0.5B-Instruct","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen2-5-0-5b-instruct/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":11343,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen2.5-0.5B-Instruct"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen2.5-0.5B-Instruct","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"demand":{"mirrorRequests":0,"upstreamDownloads":4989024,"upstreamStars":552,"label":"5.0M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":10},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect Qwen/Qwen2.5-0.5B-Instruct from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen2-5-0-5b-instruct","community":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen2-5-0-5b-instruct/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen2-5-0-5b-instruct","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen2-5-0-5b-instruct","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen2-5-0-5b-instruct&limit=100","source":"https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen2-5-0-5b-instruct"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen2-5-0-5b-instruct"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen2-5-0-5b-instruct/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen2-5-0-5b-instruct/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+Qwen%2FQwen2.5-0.5B-Instruct&body=Reviewed+Qwen%2FQwen2.5-0.5B-Instruct.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":19,"priority":"first-review","reviewPriorityScore":356,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-qwen-qwen3-1-7b","owner":"Qwen","name":"Qwen3-1.7B","repo":"Qwen/Qwen3-1.7B","type":"llm","summary":"Model from Hugging Face for text generation: Qwen/Qwen3-1.7B · transformers","publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-1.7B","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","qwen3","text-generation","conversational","arxiv:2505.09388","base_model:qwen/qwen3-1.7b-base","base_model:finetune:qwen/qwen3-1.7b-base","license:apache-2.0","text-generation-inference","endpoints_compatible","deploy:azure","region:us","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2505.09388"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Qwen/Qwen3-1.7B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","license_link","pipeline_tag"],"semanticText":"text-generation transformers llm model safetensors","semanticTerms":["text-generation","transformers","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"LICENSE","sizeBytes":11343},{"lfs":false,"path":"README.md","sizeBytes":13963},{"lfs":false,"path":"config.json","sizeBytes":726},{"lfs":false,"path":"generation_config.json","sizeBytes":239},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model-00001-of-00002.safetensors","sizeBytes":3441185608},{"lfs":true,"path":"model-00002-of-00002.safetensors","sizeBytes":622329984},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":25605},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422654},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":9732},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":4079450110,"sizeKnown":true,"sizeLabel":"3.8 GB","sizeReason":"","declaredSizeBytes":4079450110,"mirrorCount":1,"downloadCount":5748993,"stars":499,"citations":0,"updatedAt":"2026-07-27T04:17:58.609Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-70d244c","upstream":{"gated":false,"repoId":"Qwen/Qwen3-1.7B","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-1.7B","disabled":false,"provider":"huggingface","repoType":"model","revision":"70d244cc86ccca08cf5af4e1e306ecf908b1ad5e","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"external","approvedAt":"2026-07-03T04:33:31.004Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T04:17:58.609Z","mirroredBy":"mirror-batch-worker","mirroredBytes":4079423234,"mirroredFiles":9,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":12,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4079450110,"label":"3.8 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":5748993,"upstreamStars":499,"label":"5.7M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-1.7B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-1.7B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":12,"totalFiles":12},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-qwen-qwen3-1-7b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"LICENSE","sizeBytes":11343,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Qwen/Qwen3-1.7B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: Qwen/Qwen3-1.7B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":12,"totalFiles":12},"demand":{"mirrorRequests":0,"upstreamDownloads":5748993,"upstreamStars":499,"label":"5.7M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":12},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect Qwen/Qwen3-1.7B from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-1-7b","community":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-1-7b/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-1-7b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-1-7b","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-1-7b&limit=100","source":"https://huggingface.co/Qwen/Qwen3-1.7B","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-1-7b"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-qwen-qwen3-1-7b"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-1-7b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-1-7b/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+Qwen%2FQwen3-1.7B&body=Reviewed+Qwen%2FQwen3-1.7B.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":20,"priority":"first-review","reviewPriorityScore":356,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-facebook-bart-large-mnli","owner":"facebook","name":"bart-large-mnli","repo":"facebook/bart-large-mnli","type":"llm","summary":"Model from Hugging Face for zero shot classification: facebook/bart-large-mnli · transformers","publisher":"facebook","sourceUrl":"https://huggingface.co/facebook/bart-large-mnli","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","jax","rust","safetensors","bart","text-classification","zero-shot-classification","dataset:multi_nli","arxiv:1910.13461","arxiv:1909.00161","license:mit","endpoints_compatible","deploy:sagemaker","region:us","llm","multi_nli"],"task":"zero-shot-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","msgpack","txt","safetensors","bin","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":["multi_nli"],"paperIds":["1910.13461","1909.00161"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/facebook/bart-large-mnli","evalResults":[],"libraryName":"transformers","pipelineTag":"zero-shot-classification","cardDataKeys":["datasets","license","pipeline_tag","thumbnail"],"semanticText":"zero-shot-classification transformers llm model multi_nli safetensors","semanticTerms":["zero-shot-classification","transformers","llm","model","multi_nli","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"README.md","sizeBytes":3793},{"lfs":false,"path":"config.json","sizeBytes":1154},{"lfs":true,"path":"flax_model.msgpack","sizeBytes":1629394629},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":1629437147},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1629486723},{"lfs":true,"path":"rust_model.ot","sizeBytes":2041274038},{"lfs":false,"path":"tokenizer.json","sizeBytes":1355863},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":26},{"lfs":false,"path":"vocab.json","sizeBytes":898822}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":6932308958,"sizeKnown":true,"sizeLabel":"6.5 GB","sizeReason":"","declaredSizeBytes":6932308958,"mirrorCount":1,"downloadCount":3262117,"stars":1591,"citations":0,"updatedAt":"2026-08-07T19:27:32.875Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"facebook/bart-large-mnli","private":false,"repoUrl":"https://huggingface.co/facebook/bart-large-mnli","disabled":false,"provider":"huggingface","repoType":"model","revision":"d7645e127eaf1aefc7862fd59a17a5aa8558b8ce","fetchedAt":"2026-07-29T22:21:44.839Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"external","mirroredAt":"2026-08-07T19:27:32.875Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":0,"mirroredBytes":1630797260,"mirroredFiles":6,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":11,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":6932308958,"label":"6.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3262117,"upstreamStars":1591,"label":"3.3M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"facebook/bart-large-mnli"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: facebook/bart-large-mnli","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":11,"totalFiles":11},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-facebook-bart-large-mnli/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":1629394629,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"facebook/bart-large-mnli"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: mit","Provenance: facebook/bart-large-mnli","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":11,"totalFiles":11},"demand":{"mirrorRequests":0,"upstreamDownloads":3262117,"upstreamStars":1591,"label":"3.3M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":11},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect facebook/bart-large-mnli from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-facebook-bart-large-mnli","community":"https://huggingbay.xyz/artifact/hf-model-facebook-bart-large-mnli/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebook-bart-large-mnli","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-facebook-bart-large-mnli","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-facebook-bart-large-mnli&limit=100","source":"https://huggingface.co/facebook/bart-large-mnli","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-facebook-bart-large-mnli"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-facebook-bart-large-mnli"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-facebook-bart-large-mnli/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-facebook-bart-large-mnli/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+facebook%2Fbart-large-mnli&body=Reviewed+facebook%2Fbart-large-mnli.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":21,"priority":"first-review","reviewPriorityScore":354,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-openai-whisper-base","owner":"openai","name":"whisper-base","repo":"openai/whisper-base","type":"audio","summary":"Model from Hugging Face: openai/whisper-base","publisher":"openai","sourceUrl":"https://huggingface.co/openai/whisper-base","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","pytorch","tf","jax","safetensors","whisper","automatic-speech-recognition","audio","hf-asr-leaderboard","en","zh","de","es","ru"],"task":"automatic-speech-recognition","modality":"audio","framework":"transformers","formats":["gitattributes","md","json","msgpack","txt","safetensors","bin","h5"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1166297325,"sizeKnown":true,"sizeLabel":"1.1 GB","sizeReason":"","declaredSizeBytes":1166297325,"mirrorCount":1,"downloadCount":6211872,"stars":275,"citations":0,"updatedAt":"2026-07-27T01:50:39.289Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-e37978b","upstream":{"gated":false,"repoId":"openai/whisper-base","private":false,"repoUrl":"https://huggingface.co/openai/whisper-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"e37978b90ca9030d5170a5c07aadb050351a65bb","fetchedAt":"2026-07-02T00:22:10.011Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"external","approvedAt":"2026-07-03T01:14:18.790Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T01:50:39.289Z","mirroredBy":"mirror-batch-worker","mirroredBytes":294685671,"mirroredFiles":8,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":16,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":16,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":16,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1166297325,"label":"1.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":6211872,"upstreamStars":275,"label":"6.2M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: openai/whisper-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":16,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":16,"totalFiles":16},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-openai-whisper-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1438,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":19811,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"added_tokens.json","sizeBytes":34604,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":290384497,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"openai/whisper-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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: openai/whisper-base","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":16,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":16,"totalFiles":16},"demand":{"mirrorRequests":0,"upstreamDownloads":6211872,"upstreamStars":275,"label":"6.2M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":16},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect openai/whisper-base from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-base","community":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-base/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-base","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-openai-whisper-base&limit=100","source":"https://huggingface.co/openai/whisper-base","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-openai-whisper-base"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-openai-whisper-base"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openai-whisper-base/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-openai-whisper-base/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+openai%2Fwhisper-base&body=Reviewed+openai%2Fwhisper-base.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":22,"priority":"first-review","reviewPriorityScore":354,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-sentence-transformers-all-minilm-l12-v2","owner":"sentence-transformers","name":"all-MiniLM-L12-v2","repo":"sentence-transformers/all-MiniLM-L12-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/all-MiniLM-L12-v2 · sentence transformers","publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","rust","onnx","safetensors","openvino","bert","feature-extraction","sentence-similarity","transformers","en","dataset:s2orc","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:ms_marco","dataset:gooaq","dataset:yahoo_answers_topics","dataset:code_search_net","dataset:search_qa","dataset:eli5","dataset:snli"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","ot"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions"],"paperIds":["1904.06472","2102.07033","2104.08727","1704.05179","1810.09305"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en s2orc flax-sentence-embeddings/stackexchange_xml ms_marco gooaq yahoo_answers_topics code_search_net search_qa eli5 snli multi_nli wikihow natural_questions onnx safetensors transformers dataset:flax-sentence-embeddings/stackexchange_xml dataset:embedding-data/sentence-compression dataset:embedding-data/flickr30k-captions dataset:embedding-data/altlex dataset:embedding-data/simple-wiki dataset:embedding-data/qqp dataset:embedding-data/specter dataset:embedding-data/paq_pairs dataset:embedding-data/wikianswers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","s2orc","flax-sentence-embeddings/stackexchange_xml","ms_marco","gooaq","yahoo_answers_topics","code_search_net","search_qa","eli5","snli","multi_nli","wikihow","natural_questions","onnx","safetensors","transformers","dataset:flax-sentence-embeddings/stackexchange_xml","dataset:embedding-data/sentence-compression","dataset:embedding-data/flickr30k-captions","dataset:embedding-data/altlex","dataset:embedding-data/simple-wiki","dataset:embedding-data/qqp","dataset:embedding-data/specter","dataset:embedding-data/paq_pairs","dataset:embedding-data/wikianswers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"data_config.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"rust_model.ot","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1304218314,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1304218314,"mirrorCount":1,"downloadCount":4587212,"stars":330,"citations":0,"updatedAt":"2026-03-31T16:05:12.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-mirror-a50ef00","upstream":{"gated":false,"repoId":"sentence-transformers/all-MiniLM-L12-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"a50ef00143b4d5391434df20ae11632588ac25be","fetchedAt":"2026-09-21T03:29:14.763Z","importMode":"mirrored-release","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","approvedAt":"2026-07-06T19:29:52.809Z","approvedBy":"configured-admin","mirroredAt":"2026-07-24T18:51:56.312Z","mirroredBy":"mirror-batch-worker","mirroredBytes":133933166,"mirroredFiles":3,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":29,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":29,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":29,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":29,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1304218314,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4587212,"upstreamStars":330,"label":"4.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L12-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L12-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":29,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":29,"totalFiles":29},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-sentence-transformers-all-minilm-l12-v2/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1229,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":10514,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"config_sentence_transformers.json","sizeBytes":116,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"sentence-transformers/all-MiniLM-L12-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: sentence-transformers/all-MiniLM-L12-v2","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":29,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":29,"totalFiles":29},"demand":{"mirrorRequests":0,"upstreamDownloads":4587212,"upstreamStars":330,"label":"4.6M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":29},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect sentence-transformers/all-MiniLM-L12-v2 from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l12-v2","community":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l12-v2/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-minilm-l12-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-minilm-l12-v2","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sentence-transformers-all-minilm-l12-v2&limit=100","source":"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-all-minilm-l12-v2"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-sentence-transformers-all-minilm-l12-v2"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-all-minilm-l12-v2/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-all-minilm-l12-v2/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+sentence-transformers%2Fall-MiniLM-L12-v2&body=Reviewed+sentence-transformers%2Fall-MiniLM-L12-v2.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":23,"priority":"first-review","reviewPriorityScore":354,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-google-bert-bert-base-multilingual-cased","owner":"google-bert","name":"bert-base-multilingual-cased","repo":"google-bert/bert-base-multilingual-cased","type":"llm","summary":"Model from Hugging Face for fill mask: google-bert/bert-base-multilingual-cased · transformers","publisher":"google-bert","sourceUrl":"https://huggingface.co/google-bert/bert-base-multilingual-cased","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","pytorch","tf","jax","safetensors","bert","fill-mask","multilingual","af","sq","ar","an","hy","ast","az","ba","eu","bar","be","bn"],"task":"fill-mask","modality":"text","framework":"transformers","formats":["gitattributes","md","json","msgpack","safetensors","bin","h5","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["wikipedia"],"paperIds":["1810.04805"],"repoType":"model","baseModel":"","languages":["multilingual","af","sq","ar","an","hy","ast","az","ba","eu","bar","be"],"sourceUrl":"https://huggingface.co/google-bert/bert-base-multilingual-cased","evalResults":[],"libraryName":"transformers","pipelineTag":"fill-mask","cardDataKeys":["datasets","language","license"],"semanticText":"fill-mask transformers llm model multilingual af sq ar an hy ast az ba eu bar be wikipedia safetensors","semanticTerms":["fill-mask","transformers","llm","model","multilingual","af","sq","ar","an","hy","ast","az","ba","eu","bar","be","wikipedia","safetensors"],"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":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"tf_model.h5","sizeBytes":0},{"lfs":false,"path":"tokenizer.json","sizeBytes":0},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":0},{"lfs":false,"path":"vocab.txt","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":3226865011,"sizeKnown":true,"sizeLabel":"3.0 GB","sizeReason":"","declaredSizeBytes":3226865011,"mirrorCount":1,"downloadCount":3646512,"stars":605,"citations":0,"updatedAt":"2024-02-19T11:05:41.000Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-main","upstream":{"gated":false,"repoId":"google-bert/bert-base-multilingual-cased","private":false,"repoUrl":"https://huggingface.co/google-bert/bert-base-multilingual-cased","disabled":false,"provider":"huggingface","repoType":"model","revision":"3f076fdb1ab68d5b2880cb87a0886f315b8146f8","fetchedAt":"2026-09-21T03:29:32.742Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"external","mirroredAt":"2026-08-07T19:27:12.825Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":0,"mirroredBytes":715293986,"mirroredFiles":5,"storageProvider":"gcs","hosted":false,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":10,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3226865011,"label":"3.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3646512,"upstreamStars":605,"label":"3.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"google-bert/bert-base-multilingual-cased"},{"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: google-bert/bert-base-multilingual-cased","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-google-bert-bert-base-multilingual-cased/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":445,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"flax_model.msgpack","sizeBytes":711905363,"format":"msgpack","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"google-bert/bert-base-multilingual-cased"},{"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: google-bert/bert-base-multilingual-cased","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":10,"totalFiles":10},"demand":{"mirrorRequests":0,"upstreamDownloads":3646512,"upstreamStars":605,"label":"3.6M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":10},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect google-bert/bert-base-multilingual-cased from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-google-bert-bert-base-multilingual-cased","community":"https://huggingbay.xyz/artifact/hf-model-google-bert-bert-base-multilingual-cased/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-google-bert-bert-base-multilingual-cased","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-google-bert-bert-base-multilingual-cased","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-google-bert-bert-base-multilingual-cased&limit=100","source":"https://huggingface.co/google-bert/bert-base-multilingual-cased","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-google-bert-bert-base-multilingual-cased"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-google-bert-bert-base-multilingual-cased"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-google-bert-bert-base-multilingual-cased/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-google-bert-bert-base-multilingual-cased/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+google-bert%2Fbert-base-multilingual-cased&body=Reviewed+google-bert%2Fbert-base-multilingual-cased.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":24,"priority":"first-review","reviewPriorityScore":353,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","owner":"distilbert","name":"distilbert-base-uncased-finetuned-sst-2-english","repo":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","type":"llm","summary":"Model from Hugging Face: distilbert/distilbert-base-uncased-finetuned-sst-2-english","publisher":"distilbert","sourceUrl":"https://huggingface.co/distilbert/distilbert-base-uncased-finetuned-sst-2-english","license":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","pytorch","tf","rust","onnx","safetensors","distilbert","text-classification","en","dataset:sst2","dataset:glue","arxiv:1910.01108","doi:10.57967/hf/0181","license:apache-2.0"],"task":"text-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","jpeg","safetensors","onnx","txt","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":1340698587,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1340698587,"mirrorCount":1,"downloadCount":3594046,"stars":913,"citations":0,"updatedAt":"2026-07-27T04:19:28.736Z","createdAt":"2026-06-29T22:19:43.920Z","version":"hf-mirror-714eb0f","upstream":{"gated":false,"repoId":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","private":false,"repoUrl":"https://huggingface.co/distilbert/distilbert-base-uncased-finetuned-sst-2-english","disabled":false,"provider":"huggingface","repoType":"model","revision":"714eb0fa89d2f80546fda750413ed43d93601a13","fetchedAt":"2026-07-01T17:35:01.490Z","importMode":"mirrored-release","licenseRaw":"apache-2.0"},"hosting":{"status":"external","approvedAt":"2026-07-06T15:53:28.384Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T04:19:28.736Z","mirroredBy":"mirror-batch-worker","mirroredBytes":268064743,"mirroredFiles":4,"storageProvider":"gcs","hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"bayRun":{"key":"sentiment","pinId":"route_1c7472e940dc02517f5af93792bf07ee","pin_id":"route_1c7472e940dc02517f5af93792bf07ee","routeId":"route_1c7472e940dc02517f5af93792bf07ee","route_id":"route_1c7472e940dc02517f5af93792bf07ee","title":"Sentiment route","model":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","kind":"classification","task":"sentiment","taskLabel":"Classify positive or negative sentiment","family":"binary_sentiment","modelClass":"encoder","input":{"type":"text"},"output":{"type":"label","labels":["POSITIVE","NEGATIVE"]},"labels":["POSITIVE","NEGATIVE"],"description":"Provisional binary sentiment classification for obvious positive or negative text.","exampleInput":"This is wonderful.","evidence":{"level":"provisional","quality":"unmeasured","note":"Canonical 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-distilbert-distilbert-base-uncased-finetuned-sst-2-english","repo":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","catalog":{"artifactId":"hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","repo":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","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_1c7472e940dc02517f5af93792bf07ee","url":"https://run.huggingbay.xyz/v1/run/route_1c7472e940dc02517f5af93792bf07ee","argumentsTemplate":{"pin_id":"route_1c7472e940dc02517f5af93792bf07ee","input":"This is wonderful.","omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_1c7472e940dc02517f5af93792bf07ee","input":"This is wonderful.","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."}},"canonicalPin":{"pinId":"route_1c7472e940dc02517f5af93792bf07ee","title":"Sentiment route","runUrl":"https://run.huggingbay.xyz/v1/run/route_1c7472e940dc02517f5af93792bf07ee","cardUrl":"https://run.huggingbay.xyz/p/route_1c7472e940dc02517f5af93792bf07ee","mcpUrl":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","labels":["POSITIVE","NEGATIVE"],"evidenceLevel":"provisional"}},"specialist":{"key":"sentiment","pinId":"route_1c7472e940dc02517f5af93792bf07ee","pin_id":"route_1c7472e940dc02517f5af93792bf07ee","routeId":"route_1c7472e940dc02517f5af93792bf07ee","route_id":"route_1c7472e940dc02517f5af93792bf07ee","title":"Sentiment route","model":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","kind":"classification","task":"sentiment","taskLabel":"Classify positive or negative sentiment","family":"binary_sentiment","modelClass":"encoder","input":{"type":"text"},"output":{"type":"label","labels":["POSITIVE","NEGATIVE"]},"labels":["POSITIVE","NEGATIVE"],"description":"Provisional binary sentiment classification for obvious positive or negative text.","exampleInput":"This is wonderful.","evidence":{"level":"provisional","quality":"unmeasured","note":"Canonical 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-distilbert-distilbert-base-uncased-finetuned-sst-2-english","repo":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","catalog":{"artifactId":"hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","repo":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","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_1c7472e940dc02517f5af93792bf07ee","url":"https://run.huggingbay.xyz/v1/run/route_1c7472e940dc02517f5af93792bf07ee","argumentsTemplate":{"pin_id":"route_1c7472e940dc02517f5af93792bf07ee","input":"This is wonderful.","omit_raw_result":true}},"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_1c7472e940dc02517f5af93792bf07ee","input":"This is wonderful.","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 $0 anonymous demo bearer first (no signup), then send it as Authorization: Bearer <access_token>. The same credential works on public REST and MCP."}},"canonicalPin":{"pinId":"route_1c7472e940dc02517f5af93792bf07ee","title":"Sentiment route","runUrl":"https://run.huggingbay.xyz/v1/run/route_1c7472e940dc02517f5af93792bf07ee","cardUrl":"https://run.huggingbay.xyz/p/route_1c7472e940dc02517f5af93792bf07ee","mcpUrl":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","labels":["POSITIVE","NEGATIVE"],"evidenceLevel":"provisional"}},"executable":true,"executionAvailable":true,"next_call":{"transport":"mcp","server":"https://run.huggingbay.xyz/mcp/","tool":"run_pin","argumentsTemplate":{"pin_id":"route_1c7472e940dc02517f5af93792bf07ee","input":"This is wonderful.","omit_raw_result":true},"auth":{"scheme":"bearer","header":"Authorization","signup_required":false,"obtain":{"schema":"bay-run.next-call.v1","step":"token_mint","name":"oauth_token","transport":"rest","method":"POST","path":"/oauth/token","url":"https://run.huggingbay.xyz/oauth/token","headers":{"Accept":"application/json","Content-Type":"application/json"},"body":{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo","resource":"https://run.huggingbay.xyz/mcp/"}},"bind":{"access_token":"$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."},"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":"external","fileCount":17,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":17,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1340698587,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3594046,"upstreamStars":913,"label":"3.6M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"distilbert/distilbert-base-uncased-finetuned-sst-2-english"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: distilbert/distilbert-base-uncased-finetuned-sst-2-english","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":17,"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-distilbert-distilbert-base-uncased-finetuned-sst-2-english/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":399,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":10512,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"map.jpeg","sizeBytes":81645,"format":"jpeg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"distilbert/distilbert-base-uncased-finetuned-sst-2-english"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: distilbert/distilbert-base-uncased-finetuned-sst-2-english","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"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"},"hostedFinal":false,"hostedFiles":0,"externalFiles":17,"totalFiles":17},"demand":{"mirrorRequests":0,"upstreamDownloads":3594046,"upstreamStars":913,"label":"3.6M upstream downloads","basis":"upstream-downloads"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":17},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect distilbert/distilbert-base-uncased-finetuned-sst-2-english from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","community":"https://huggingbay.xyz/artifact/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english&limit=100","source":"https://huggingface.co/distilbert/distilbert-base-uncased-finetuned-sst-2-english","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-distilbert-distilbert-base-uncased-finetuned-sst-2-english/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+distilbert%2Fdistilbert-base-uncased-finetuned-sst-2-english&body=Reviewed+distilbert%2Fdistilbert-base-uncased-finetuned-sst-2-english.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}},{"rank":25,"priority":"first-review","reviewPriorityScore":353,"reason":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","missingEvidence":["first public review","Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark or performance evidence","helpful votes"],"artifact":{"id":"hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b","owner":"deepseek-ai","name":"DeepSeek-R1-Distill-Qwen-1.5B","repo":"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","type":"llm","summary":"Model from Hugging Face for text generation: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B · transformers","publisher":"deepseek-ai","sourceUrl":"https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","license":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","qwen2","text-generation","conversational","arxiv:2501.12948","license:mit","text-generation-inference","endpoints_compatible","region:us","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","jpg","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2501.12948"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["library_name","license"],"semanticText":"text-generation transformers llm model safetensors","semanticTerms":["text-generation","transformers","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"LICENSE","sizeBytes":1064},{"lfs":false,"path":"README.md","sizeBytes":15994},{"lfs":false,"path":"config.json","sizeBytes":679},{"lfs":false,"path":"figures/benchmark.jpg","sizeBytes":777314},{"lfs":false,"path":"generation_config.json","sizeBytes":181},{"lfs":true,"path":"model.safetensors","sizeBytes":3554214621},{"lfs":false,"path":"tokenizer.json","sizeBytes":7031660},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":3071}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"Canonical runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or run-readiness claim is available until canonical evaluation is integrated."]},"sizeBytes":3562046103,"sizeKnown":true,"sizeLabel":"3.3 GB","sizeReason":"","declaredSizeBytes":3562046103,"mirrorCount":1,"downloadCount":657727,"stars":1531,"citations":0,"updatedAt":"2026-07-27T18:23:44.368Z","createdAt":"2026-06-29T22:20:50.165Z","version":"hf-mirror-ad9f0ae","upstream":{"gated":false,"repoId":"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","private":false,"repoUrl":"https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","disabled":false,"provider":"huggingface","repoType":"model","revision":"ad9f0ae0864d7fbcd1cd905e3c6c5b069cc8b562","fetchedAt":"2026-07-08T05:58:48.059Z","importMode":"mirrored-release","licenseRaw":"mit"},"hosting":{"status":"external","approvedAt":"2026-07-11T07:21:04.373Z","approvedBy":"configured-admin","mirroredAt":"2026-07-27T18:23:44.368Z","mirroredBy":"mirror-batch-worker","requestedAt":"2026-07-10T03:19:14.521Z","requestCount":1,"mirroredBytes":3561250212,"mirroredFiles":5,"lastRequestedAt":"2026-07-10T03:19:14.521Z","storageProvider":"gcs","recentRequestContexts":[{"at":"2026-07-10T03:19:14.521Z","sourceRoute":"/artifact/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b","topic":"","ranking":"","targetTool":"","desiredFiles":[]}],"hosted":false,"hostedFiles":0,"obtainReady":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false},"mirrorCompletion":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"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":"external","fileCount":9,"hostedFileCount":0,"publicDownloadableFileCount":0,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3562046103,"label":"3.3 GB","reason":""},"demand":{"mirrorRequests":1,"upstreamDownloads":657727,"upstreamStars":1531,"label":"1 mirror request","basis":"mirror-requests"},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed (sampled)"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","Scan: passed (sampled)"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":9,"totalFiles":9},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/mirrors"}},"sampleFiles":[{"path":"LICENSE","sizeBytes":1064,"format":"file","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"figures/benchmark.jpg","sizeBytes":777314,"format":"jpg","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}]},"trust":{"score":0,"level":"metadata-checked","label":"Metadata checked 0/100","qualification":"canonical-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed (sampled)"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: mit","Provenance: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","Scan: passed (sampled)"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","canonicalState":{"state":"unknown","reason":"canonical-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"obtainReady":false,"hosted":false,"hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"hostedFinal":false,"hostedFiles":0,"externalFiles":9,"totalFiles":9},"demand":{"mirrorRequests":1,"upstreamDownloads":657727,"upstreamStars":1531,"label":"1 mirror request","basis":"mirror-requests"},"hosting":{"status":"external","hosted":false,"hostedFiles":0,"totalFiles":9},"reviewState":{"count":0,"averageRating":0,"verifiedRuns":0,"benchmarkEvidence":0,"helpfulCount":0,"reportCount":0},"recommendedReview":{"prompt":"Inspect deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B from upstream, request a mirror if useful, and submit a review only for evidence you personally verified.","evidenceKinds":["Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","benchmark","performance","load-test","documentation-quality"],"usefulFields":["rating","tool","hardware","version","verifiedFiles","benchmark","metric","score","runUrl"],"claimBoundary":"Submit only evidence you verified. Missing reviews are not negative quality evidence.","actionTemplate":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims."}},"urls":{"artifact":"https://huggingbay.xyz/artifact/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b","community":"https://huggingbay.xyz/artifact/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/community","submitReview":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/reviews","reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/review-summary","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/agent-bundle","localKit":"https://huggingbay.xyz/local-kit/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b&limit=100","source":"https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B","mirrorRequest":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/mirror-request","browserExtension":"https://huggingbay.xyz/browser-extension"},"actions":{"readTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b"},"readLocalKit":{"method":"GET","url":"https://huggingbay.xyz/local-kit/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b"},"readReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/reviews?limit=50"},"submitReview":{"schemaVersion":"hugging-bay.review-action-template.v1","method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/reviews","contentType":"application/json","schemaUrl":"https://huggingbay.xyz/api/schemas#/$defs/ArtifactReview","requiresAuth":false,"requestBodyTemplate":{"rating":5,"title":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment.","body":"Describe what worked, what failed, exact tool/version, hardware, file paths, and whether hashes or outputs were checked.","reviewer":"optional display name","tool":"transformers","categoryRatings":{"documentation":5,"performance":5,"safety":5,"easeOfUse":5,"commercialReadiness":5},"evidence":{"kind":"load-test","benchmark":"","metric":"loaded","score":"pass","hardware":"M3 Max, RTX 4090, A100, or CPU/RAM details","runUrl":"","tool":"transformers"}},"allowedEvidenceKinds":["benchmark","performance","load-test"],"allowedCategoryRatings":[{"key":"documentation","label":"Documentation","minimum":1,"maximum":5},{"key":"performance","label":"Performance","minimum":1,"maximum":5},{"key":"safety","label":"Safety/Bias","minimum":1,"maximum":5},{"key":"easeOfUse","label":"Ease of use","minimum":1,"maximum":5},{"key":"commercialReadiness","label":"Commercial readiness","minimum":1,"maximum":5}],"claimBoundary":"Submit only evidence personally verified by the reviewer. Do not turn missing reviews into negative quality claims.","humanUrl":"https://huggingbay.xyz/artifact/hf-model-deepseek-ai-deepseek-r1-distill-qwen-1-5b/community?verified=0&evidence=documentation&metric=reviewed&tool=transformers&title=Review+notes+for+deepseek-ai%2FDeepSeek-R1-Distill-Qwen-1.5B&body=Reviewed+deepseek-ai%2FDeepSeek-R1-Distill-Qwen-1.5B.+Add+what+you+personally+checked%2C+documentation+quality%2C+compatibility+notes%2C+and+any+limitations+before+posting."}}}],"agentUse":{"recommendedFlow":["Fetch a bounded review queue row.","Inspect trustBundle and localKit before running anything.","Submit only personally verified review evidence to the artifact reviews endpoint.","Do not treat absence of reviews as a negative rating."],"browserExtension":"https://huggingbay.xyz/browser-extension"},"containment":{"state":"unavailable","canonicalState":"unknown","verificationState":"unknown","executable":false,"downloadReady":false,"summary":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment."}}