{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-02T07:41:21.243Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-ioanniskat1-bge-m3-matryoshka","repo":"IoannisKat1/bge-m3-matryoshka","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2288164903,"readinessCheckedAt":"2026-11-02T07:16:25.226Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2288164903,"readinessCheckedAt":"2026-11-02T07:16:25.226Z","readinessSource":"file-check","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-ioanniskat1-bge-m3-matryoshka","owner":"IoannisKat1","name":"bge-m3-matryoshka","repo":"IoannisKat1/bge-m3-matryoshka","type":"embedding","summary":"Model from Hugging Face for sentence similarity: IoannisKat1/bge-m3-matryoshka · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","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":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"BAAI/bge-m3"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"BAAI/bge-m3","field":"baseModel"}],"parameters":null,"size":{"bytes":2288214082,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"IoannisKat1","sourceUrl":"https://huggingface.co/IoannisKat1/bge-m3-matryoshka","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","xlm-roberta","sentence-similarity","feature-extraction","generated_from_trainer","dataset_size:4268","loss:matryoshkaloss","loss:multiplenegativesrankingloss","en","arxiv:1908.10084","arxiv:2205.13147","arxiv:1807.03748","base_model:baai/bge-m3","base_model:finetune:baai/bge-m3","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors"],"baseModel":"BAAI/bge-m3","derivedFrom":"BAAI/bge-m3","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10"],"datasets":[],"paperIds":["1908.10084","2205.13147","1807.03748"],"repoType":"model","baseModel":"BAAI/bge-m3","languages":["en"],"sourceUrl":"https://huggingface.co/IoannisKat1/bge-m3-matryoshka","evalResults":[{"task":"Information Retrieval","score":"0.5578947368421052","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.5726315789473684","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.6694736842105263","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.7368421052631579","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.5578947368421052","metric":"Cosine Precision@1","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.5515789473684211","metric":"Cosine Precision@3","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.4433684210526315","metric":"Cosine Precision@5","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.2591578947368421","metric":"Cosine Precision@10","verified":false,"benchmark":"dim 1024"},{"task":"Information Retrieval","score":"0.5642105263157895","metric":"Cosine Accuracy@1","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.5831578947368421","metric":"Cosine Accuracy@3","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.6652631578947369","metric":"Cosine Accuracy@5","verified":false,"benchmark":"dim 768"},{"task":"Information Retrieval","score":"0.728421052631579","metric":"Cosine Accuracy@10","verified":false,"benchmark":"dim 768"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model en cosine_accuracy@1 cosine_accuracy@3 cosine_accuracy@5 cosine_accuracy@10 cosine_precision@1 cosine_precision@3 cosine_precision@5 cosine_precision@10 cosine_recall@1 cosine_recall@3 cosine_recall@5 cosine_recall@10 baai/bge-m3 bge-m3 matryoshka safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10","baai/bge-m3","bge-m3 matryoshka","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":90},{"lfs":false,"path":"README.md","sizeBytes":47519},{"lfs":false,"path":"config.json","sizeBytes":745},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":284},{"lfs":true,"path":"model.safetensors","sizeBytes":2271064456},{"lfs":false,"path":"modules.json","sizeBytes":429},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":241},{"lfs":true,"path":"tokenizer.json","sizeBytes":17098339},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":409}],"modelIndexNames":["bge-m3 Matryoshka"]},"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":2288214082,"sizeKnown":true,"sizeLabel":"2.1 GB","sizeReason":"","declaredSizeBytes":2288214082,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":89,"stars":0,"citations":0,"updatedAt":"2026-09-24T08:54:30.299Z","createdAt":"2026-09-24T08:50:28.631Z","version":"hf-main","upstream":{"gated":false,"repoId":"IoannisKat1/bge-m3-matryoshka","private":false,"repoUrl":"https://huggingface.co/IoannisKat1/bge-m3-matryoshka","disabled":false,"provider":"huggingface","repoType":"model","revision":"f8c63efad9ede1c8c44dfa842df94c3e029b131f","fetchedAt":"2026-09-24T08:50:28.628Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-24T08:54:30.299Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":7,"mirroredBytes":2288164903,"mirroredFiles":7,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_f568502692c20d87cc5627df578b2a913bdda6db8ebb6c6afe0417f62523843c","artifactId":"hf-model-ioanniskat1-bge-m3-matryoshka","representationId":"rep-09c4961f351ca829de3d7d6a9055bec2cf15290ff7db0d3c41c7741e75c77a74","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-09c4961f351ca829de3d7d6a9055bec2cf15290ff7db0d3c41c7741e75c77a74","artifactId":"hf-model-ioanniskat1-bge-m3-matryoshka","format":"safetensors","source":{"provider":"huggingface","identity":"IoannisKat1/bge-m3-matryoshka","revision":"f8c63efad9ede1c8c44dfa842df94c3e029b131f","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":745,"sha256":"sha256:6c4bc6cb8ed5453aba3b2b41a3ff31c512291f9837a4accbc11bb5745aafe328","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4d229df7fd4d7346a96ef8299c1d4cb39c9556d9ab5e7c520b515e8b7e6afec8"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":284,"sha256":"sha256:5ff91d193219d17a24cca51647a6b57e44628adddd15abeba0ec9fd5e417dbe1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2b6c7dcd4c75b265f65758fa24bef3854859e186548cb0487e4c172360a4665f"},{"path":"model.safetensors","role":"weight","sizeBytes":2271064456,"sha256":"sha256:5d9ef4cf18b1ae734b8740d50d91375ef57186c25f0b0321b22be8c1a0fcd6cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:90299d15145fa47810a61e26d760eb1db638591f5ba410904096229150539a0c"},{"path":"modules.json","role":"support","sizeBytes":429,"sha256":"sha256:fa7d796a215e1b2416773062891923b191fc5a4849bc44e322997433c90f459c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5e2bfe88780fcbd1f2129b1c61fe13831248289094172ab65320bfc8148a973e"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":241,"sha256":"sha256:3084164002c0bca01b0259c5327123803fce32e660a57feb93184ffead186fc8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7b8e51714e485359966627268ebf6971e9dd9a5836c09e1f95f763e386d87b75"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17098339,"sha256":"sha256:326c392f5799a1a73fb5118bac1e78bfc02ad3ca7f04c002cda9915721218c7d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4da13cece02f39776f2b7ae4b1f6727d4680213c71f6e3d0fa1096455528db54"},{"path":"tokenizer_config.json","role":"config","sizeBytes":409,"sha256":"sha256:9dc74fea52f2666f23d5f5d52d9e2983adc82c00c9a35dadc39346ecbc9aa53a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:976a9d5e7019a3acc7ad752c7443fe7c04110336ae95955c069df0715ca39e22"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:4957b64def6fb4fae2bf275c99bcafdecc7b84228b1621be5436fb42e656a279","representationDigest":"sha256:6374582da9144dbb2d0b7d941afda911ed5a2df27773fb005dab27559579c6d8","evidenceSnapshotDigest":"sha256:db86786c54f7a25eec5bd9b29f40400a4f8b61231facff9203893039a5f8c984","evaluatedAt":"2026-09-24T08:54:30.609Z","authorityVersion":"sha256:7fa63b9b429ce62fa9ebed1bbf25f8cb48e24dce922f7fcb9526c30ec97de6e6","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":7,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":10,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-02T07:16:25.226Z","evidence_url":"/api/manifests/hf-model-ioanniskat1-bge-m3-matryoshka"}},"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":10,"publicDownloadableFileCount":7,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2288214082,"label":"2.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":89,"upstreamStars":0,"label":"89 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"IoannisKat1/bge-m3-matryoshka"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: IoannisKat1/bge-m3-matryoshka","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"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-ioanniskat1-bge-m3-matryoshka/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"IoannisKat1/bge-m3-matryoshka"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-02T07:16:25.226Z","evidence_url":"/api/manifests/hf-model-ioanniskat1-bge-m3-matryoshka"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-ioanniskat1-bge-m3-matryoshka/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ioanniskat1-bge-m3-matryoshka","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"IoannisKat1/bge-m3-matryoshka"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: IoannisKat1/bge-m3-matryoshka","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"totalFiles":10},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-ioanniskat1-bge-m3-matryoshka/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ioanniskat1-bge-m3-matryoshka","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/distribution"},"supportedClaims":["IoannisKat1/bge-m3-matryoshka has 0 self-reported, unqualified Hugging Bay community reviews.","IoannisKat1/bge-m3-matryoshka has 0 self-reported run claims; none qualify verification during limited availability.","IoannisKat1/bge-m3-matryoshka 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-ioanniskat1-bge-m3-matryoshka/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-ioanniskat1-bge-m3-matryoshka"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ioanniskat1-bge-m3-matryoshka/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."}}