{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-13T23:16:25.824Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-baai-bge-m3","repo":"BAAI/bge-m3","artifact":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-baai-bge-m3","owner":"BAAI","name":"bge-m3","repo":"BAAI/bge-m3","type":"embedding","summary":"Model from Hugging Face for sentence similarity: BAAI/bge-m3 · sentence 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 checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4587317404,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"BAAI","sourceUrl":"https://huggingface.co/BAAI/bge-m3","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":85,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","pytorch","onnx","xlm-roberta","feature-extraction","sentence-similarity","arxiv:2402.03216","arxiv:2004.04906","arxiv:2106.14807","arxiv:2107.05720","arxiv:2004.12832","license:mit","eval-results","text-embeddings-inference","endpoints_compatible","deploy:sagemaker","region:us","deploy:azure","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","pt","ds_store","jpg","webp","onnx"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2402.03216","2004.04906","2106.14807","2107.05720","2004.12832"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/BAAI/bge-m3","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model onnx text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","onnx","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":"colbert_linear.pt","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"imgs/.DS_Store","sizeBytes":0},{"lfs":false,"path":"imgs/bm25.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/long.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/miracl.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/mkqa.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/nqa.jpg","sizeBytes":0},{"lfs":false,"path":"imgs/others.webp","sizeBytes":0},{"lfs":false,"path":"long.jpg","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/Constant_7_attr__value","sizeBytes":0},{"lfs":false,"path":"onnx/config.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx_data","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":"pytorch_model.bin","sizeBytes":0}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":4587317404,"sizeKnown":true,"sizeLabel":"4.3 GB","sizeReason":"","declaredSizeBytes":4587317404,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":31290962,"stars":3989,"citations":0,"updatedAt":"2024-07-03T14:50:10.000Z","createdAt":"2026-06-29T22:19:30.705Z","version":"hf-mirror-5617a9f","upstream":{"gated":false,"repoId":"BAAI/bge-m3","private":false,"repoUrl":"https://huggingface.co/BAAI/bge-m3","disabled":false,"provider":"huggingface","repoType":"model","revision":"5617a9f61b028005a4858fdac845db406aefb181","fetchedAt":"2026-11-13T03:29:25.943Z","importMode":"mirrored-release","licenseRaw":"mit","licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","approvedAt":"2026-06-30T17:03:05.762Z","approvedBy":"configured-admin","mirroredAt":"2026-08-17T17:30:25.306Z","mirroredBy":"mirror-batch-worker","totalFiles":30,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":false,"current":false,"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","manifestFinal":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":0,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":30},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"unknown","hosted":null,"fileCount":30,"publicDownloadableFileCount":null,"externalFileCount":30,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4587317404,"label":"4.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":31290962,"upstreamStars":3989,"label":"31M upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-m3"},{"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-m3","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-baai-bge-m3/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1627,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"colbert_linear.pt","sizeBytes":2100674,"format":"pt","risk":"medium","downloadPolicy":"local","sourceKind":"external-hf"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"BAAI/bge-m3"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-baai-bge-m3"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-baai-bge-m3/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-m3","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/agent-bundle","summary":{"count":1,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":1,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[{"id":"review-afe0d46751169b44d32fce6d","artifactId":"hf-model-baai-bge-m3","repo":"BAAI/bge-m3","reviewer":"Community user","reviewerRole":"visitor","rating":null,"title":"Community feedback","body":"unrated anonymous feedback probe two - text only","tool":"","categoryRatings":{},"version":"hf-mirror-5617a9f","verifiedRun":false,"selfReportedVerifiedRun":false,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","verifiedFiles":[],"evidence":null,"helpfulCount":0,"reportCount":0,"reviewerReputation":{"score":0,"label":"self-reported reviewer","signals":["self-reported-unqualified"],"helpfulCount":0,"reportCount":0},"createdAt":"2026-07-10T04:35:40.784Z","updatedAt":"2026-07-10T04:35:40.784Z"}]},"rating":{"count":1,"average":0,"distribution":{"1":1,"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-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"BAAI/bge-m3"},{"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-m3","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":30},"recentReviews":[{"id":"review-afe0d46751169b44d32fce6d","artifactId":"hf-model-baai-bge-m3","repo":"BAAI/bge-m3","reviewer":"Community user","reviewerRole":"visitor","rating":null,"title":"Community feedback","body":"unrated anonymous feedback probe two - text only","tool":"","categoryRatings":{},"version":"hf-mirror-5617a9f","verifiedRun":false,"selfReportedVerifiedRun":false,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","verifiedFiles":[],"evidence":null,"helpfulCount":0,"reportCount":0,"reviewerReputation":{"score":0,"label":"self-reported reviewer","signals":["self-reported-unqualified"],"helpfulCount":0,"reportCount":0},"createdAt":"2026-07-10T04:35:40.784Z","updatedAt":"2026-07-10T04:35:40.784Z"}],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-baai-bge-m3/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-m3","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/distribution"},"supportedClaims":["BAAI/bge-m3 has 1 self-reported, unqualified Hugging Bay community review.","BAAI/bge-m3 has 0 self-reported run claims; none qualify verification during limited availability.","BAAI/bge-m3 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-m3/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-baai-bge-m3"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-baai-bge-m3/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."}}