{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T05:59:58.775Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-baai-bge-small-en","repo":"BAAI/bge-small-en","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":268010292,"readinessCheckedAt":"2026-10-30T02:46:03.916Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":268010292,"readinessCheckedAt":"2026-10-30T02:46:03.916Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-baai-bge-small-en","owner":"BAAI","name":"bge-small-en","repo":"BAAI/bge-small-en","type":"embedding","summary":"Model from Hugging Face for feature extraction: BAAI/bge-small-en · transformers","cardDescription":"Turns text into number lists for search and meaning comparisons.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":268011811,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-small-en","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","safetensors","bert","feature-extraction","mteb","sentence transformers","en","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit","model-index","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","region:us","embedding","bge-small-en"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","json","md","safetensors","bin","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2311.13534","2310.07554","2309.07597"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/BAAI/bge-small-en","evalResults":[{"task":"Classification","score":"74.34328358208955","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"37.59947775195661","metric":"ap","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"68.548415491933","metric":"f1","verified":false,"benchmark":"MTEB AmazonCounterfactualClassification (en)"},{"task":"Classification","score":"93.04527499999999","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"89.60696356772135","metric":"ap","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"93.03361469382438","metric":"f1","verified":false,"benchmark":"MTEB AmazonPolarityClassification"},{"task":"Classification","score":"46.08","metric":"accuracy","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Classification","score":"45.66249835363254","metric":"f1","verified":false,"benchmark":"MTEB AmazonReviewsClassification (en)"},{"task":"Retrieval","score":"35.205999999999996","metric":"map_at_1","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"50.782000000000004","metric":"map_at_10","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"51.547","metric":"map_at_100","verified":false,"benchmark":"MTEB ArguAna"},{"task":"Retrieval","score":"51.554","metric":"map_at_1000","verified":false,"benchmark":"MTEB ArguAna"}],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","model-index","tags"],"semanticText":"feature-extraction transformers embedding model en bge-small-en safetensors sentence transformers text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","en","bge-small-en","safetensors","sentence transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":190},{"lfs":false,"path":"README.md","sizeBytes":90797},{"lfs":false,"path":"config.json","sizeBytes":684},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":124},{"lfs":true,"path":"model.safetensors","sizeBytes":133466304},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":133508397},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":52},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":366},{"lfs":false,"path":"vocab.txt","sizeBytes":231508}],"modelIndexNames":["bge-small-en"]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":268011811,"sizeKnown":true,"sizeLabel":"255.6 MB","sizeReason":"","declaredSizeBytes":268011811,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":542813,"stars":93,"citations":0,"updatedAt":"2026-07-29T23:02:02.990Z","createdAt":"2026-06-29T22:20:50.165Z","version":"hf-main","upstream":{"gated":false,"repoId":"BAAI/bge-small-en","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-small-en","disabled":false,"provider":"huggingface","repoType":"model","revision":"2275a7bdee235e9b4f01fa73aa60d3311983cfea","fetchedAt":"2026-07-29T22:22:07.191Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-07-29T23:02:02.990Z","mirroredBy":"mirror-batch-worker","totalFiles":13,"hostedFiles":12,"mirroredBytes":268010292,"mirroredFiles":12,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_7645ed6c90da680e148329e6666b28e1dc5a5cb0c59138253a6a970a4f3a3729","artifactId":"hf-model-baai-bge-small-en","representationId":"rep-bdf4a29e1dbf0a4f6a231f6fc08462d752700a739eea4e0e562f36d314b6fb4a","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-bdf4a29e1dbf0a4f6a231f6fc08462d752700a739eea4e0e562f36d314b6fb4a","artifactId":"hf-model-baai-bge-small-en","format":"safetensors","source":{"provider":"huggingface","identity":"BAAI/bge-small-en","revision":"2275a7bdee235e9b4f01fa73aa60d3311983cfea","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":190,"sha256":"sha256:d1caf60c96f5fba2157c0c26b76d80818fad6cf0b8eb5e73ec372ff9818eba5c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bcb7424930481f010ee7d953d6afc9c7110fa708f40a82e333ee265d09867fb8"},{"path":"README.md","role":"support","sizeBytes":90797,"sha256":"sha256:496b991097837fd0a32a4c4a474c4090e2a9b119dbe5354ba73079b0df30803a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c7640d28cb75edc82ee87b2d6c1972be26bc1e7b2d5b1f6c2be3ccefeecbbc3a"},{"path":"config.json","role":"config","sizeBytes":684,"sha256":"sha256:e76c07ee85195d486c7ba7af72fac402ded3bcdf58def35fc89aa7aebecae4b3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9858fa486a29fa250ff79a3f678cec18258962350ac482d80853b8a3ccc707c0"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":124,"sha256":"sha256:940d5f50db195fa6e5e6a4f122c095f77880de259d74b14a65779ed48bdd7c56","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:406cbf56bcb9c8d562f987bc49ff0f7bf6dc09a235c9f622f7b3584a35de6747"},{"path":"model.safetensors","role":"weight","sizeBytes":133466304,"sha256":"sha256:e3f93baaef0f082d01814223d65942241664d215849a5b76a95f9d390da379b6","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:561cfcb675b5bb3b8512934710cc75a71657a519007d6fca9e9d87aac7c8d90b"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6c7908a2a20a1d63774ebb2505e3c402858d6300c26e2ca17fc72f73f4bfaeeb"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":52,"sha256":"sha256:84e39fda68ccbff05bfa723ae9c0e70e23e2ec373b76e0f8c6e71af72a693cbf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ff929ee9678cd21169aec074ad0cd012c286c4ff425934fa31e7991b4b4d32e3"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":125,"sha256":"sha256:b6d346be366a7d1d48332dbc9fdf3bf8960b5d879522b7799ddba59e76237ee3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1a47bce252e37a15493231b74bc4e07c76575a367394b0ce14cd4f8f9bd956a2"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":711396,"sha256":"sha256:d241a60d5e8f04cc1b2b3e9ef7a4921b27bf526d9f6050ab90f9267a1f9e5c66","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a98074fcdf784fff596c8cfdbfba8954f8fc28389050e1ad63bf593b9f39e11e"},{"path":"tokenizer_config.json","role":"config","sizeBytes":366,"sha256":"sha256:9261e7d79b44c8195c1cada2b453e55b00aeb81e907a6664974b4d7776172ab3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a075623e997a1e6cc462bc6858866714b62b1f7178973018bbca5b77398de2ea"},{"path":"vocab.txt","role":"tokenizer","sizeBytes":231508,"sha256":"sha256:07eced375cec144d27c900241f3e339478dec958f92fddbc551f295c992038a3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0c0523bf493380e9b62ba9ca7f2ab5e209b3a67ccfd195ad00ca6010c12defb0"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:68a9f43584acb33204ea294e6b18763685b87759e59cedb7532a182561277cb7","representationDigest":"sha256:0db980dc8432fc5a8574819e73a69ab1d86aa34e2d963b777943812c8dc35e56","evidenceSnapshotDigest":"sha256:f7fc6bd5e4a2b012bad2b1948aef54c546aa70e867b3d3b63ac6280ff13740d3","evaluatedAt":"2026-07-29T23:02:10.532Z","authorityVersion":"sha256:e0e99264dd3201d14db3007f86c8663260a60b87cb14d6b41b81b075b0efcd5e","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":11,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":13,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:46:03.916Z","evidence_url":"/api/manifests/hf-model-baai-bge-small-en"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":13,"publicDownloadableFileCount":12,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":268011811,"label":"255.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":542813,"upstreamStars":93,"label":"543K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-en"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/13 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: mit","Provenance: BAAI/bge-small-en","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 12/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":1,"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-baai-bge-small-en/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-small-en"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T02:46:03.916Z","evidence_url":"/api/manifests/hf-model-baai-bge-small-en"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-small-en","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-small-en"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/13 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: mit","Provenance: BAAI/bge-small-en","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 12/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":1,"totalFiles":13},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-baai-bge-small-en/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-small-en","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/distribution"},"supportedClaims":["BAAI/bge-small-en has 0 self-reported, unqualified Hugging Bay community reviews.","BAAI/bge-small-en has 0 self-reported run claims; none qualify verification during limited availability.","BAAI/bge-small-en has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-small-en"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-small-en/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}