{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T11:59:07.766Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","repo":"mradermacher/msmarco-distilbert-base-tas-b-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":47090176,"readinessCheckedAt":"2026-11-01T10:30:37.785Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":47090176,"readinessCheckedAt":"2026-11-01T10:30:37.785Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","owner":"mradermacher","name":"msmarco-distilbert-base-tas-b-GGUF","repo":"mradermacher/msmarco-distilbert-base-tas-b-GGUF","type":"embedding","summary":"Model from Hugging Face for feature extraction: mradermacher/msmarco-distilbert-base-tas-b-GGUF · 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","tag:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"sentence-transformers/msmarco-distilbert-base-tas-b"},{"field":"tags","value":"sentence-similarity"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"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":"sentence-transformers/msmarco-distilbert-base-tas-b","field":"baseModel"}],"parameters":null,"size":{"bytes":669012997,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mradermacher","sourceUrl":"https://huggingface.co/mradermacher/msmarco-distilbert-base-tas-b-GGUF","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","transformers","gguf","sentence-transformers","feature-extraction","sentence-similarity","en","dataset:ms_marco","base_model:sentence-transformers/msmarco-distilbert-base-tas-b","base_model:quantized:sentence-transformers/msmarco-distilbert-base-tas-b","license:apache-2.0","endpoints_compatible","region:us","embedding","ms_marco","sentence-transformers/msmarco-distilbert-base-tas-b"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","md","gguf"],"baseModel":"sentence-transformers/msmarco-distilbert-base-tas-b","derivedFrom":"sentence-transformers/msmarco-distilbert-base-tas-b","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["ms_marco"],"paperIds":[],"repoType":"model","baseModel":"sentence-transformers/msmarco-distilbert-base-tas-b","languages":["en"],"sourceUrl":"https://huggingface.co/mradermacher/msmarco-distilbert-base-tas-b-GGUF","evalResults":[],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["base_model","datasets","language","library_name","license","mradermacher","quantized_by","tags"],"semanticText":"feature-extraction transformers embedding model en ms_marco sentence-transformers/msmarco-distilbert-base-tas-b gguf sentence-transformers sentence-similarity base_model:sentence-transformers/msmarco-distilbert-base-tas-b base_model:quantized:sentence-transformers/msmarco-distilbert-base-tas-b","semanticTerms":["feature-extraction","transformers","embedding","model","en","ms_marco","sentence-transformers/msmarco-distilbert-base-tas-b","gguf","sentence-transformers","sentence-similarity","base_model:sentence-transformers/msmarco-distilbert-base-tas-b","base_model:quantized:sentence-transformers/msmarco-distilbert-base-tas-b"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2446},{"lfs":false,"path":"README.md","sizeBytes":3863},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.IQ4_XS.gguf","sizeBytes":44242432},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q2_K.gguf","sizeBytes":37772800},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q3_K_L.gguf","sizeBytes":45403648},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q3_K_M.gguf","sizeBytes":42896896},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q3_K_S.gguf","sizeBytes":39929344},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q4_K_M.gguf","sizeBytes":47090176},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q4_K_S.gguf","sizeBytes":45864448},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q5_K_M.gguf","sizeBytes":51661312},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q5_K_S.gguf","sizeBytes":50877952},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q6_K.gguf","sizeBytes":56518144},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.Q8_0.gguf","sizeBytes":72480288},{"lfs":true,"path":"msmarco-distilbert-base-tas-b.f16.gguf","sizeBytes":134269248}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":669012997,"sizeKnown":true,"sizeLabel":"638.0 MB","sizeReason":"","declaredSizeBytes":669012997,"defaultDownloadBytes":47090176,"mirrorCount":1,"downloadCount":38,"stars":0,"citations":0,"updatedAt":"2026-09-24T14:59:16.797Z","createdAt":"2026-06-30T18:53:33.468Z","version":"hf-main","upstream":{"gated":false,"repoId":"mradermacher/msmarco-distilbert-base-tas-b-GGUF","private":false,"repoUrl":"https://huggingface.co/mradermacher/msmarco-distilbert-base-tas-b-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"3eb211f2b7759b48ba49c459a5e6569fd2b9b80f","fetchedAt":"2026-09-24T14:58:53.085Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-24T14:59:16.797Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":1,"mirroredBytes":47090176,"mirroredFiles":1,"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_314c2fa17b444ad574359fd5851e0d916bbd004859921049b23b22002b2a880b","artifactId":"hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","representationId":"rep-b5ab3a8ab5463378c6fe7a9e46857384624e2bb51ead585aedcceb4dd2b2abc3","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-b5ab3a8ab5463378c6fe7a9e46857384624e2bb51ead585aedcceb4dd2b2abc3","artifactId":"hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","format":"gguf","source":{"provider":"huggingface","identity":"mradermacher/msmarco-distilbert-base-tas-b-GGUF","revision":"3eb211f2b7759b48ba49c459a5e6569fd2b9b80f","immutable":true},"files":[{"path":"msmarco-distilbert-base-tas-b.Q4_K_M.gguf","role":"weight","sizeBytes":47090176,"sha256":"sha256:a799526cf73b84a515ee0bcba54212ae5c3caa3fcb93141b8deceb749f806aee","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1822446f4a189b6d60aba8e9cbce11dc544bfd95f124736ad8f918d738091eff"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:df78b12a420ee53d11586fd847c0e412531d21a8743f7c86a554e200ed9d7920","representationDigest":"sha256:232e84becadb6b6c9ed7ef7ad9d0b29c2581fde42e8017e836c0699713e65fa1","evidenceSnapshotDigest":"sha256:72b5d0c3deefe595c4f67b45af53caa1fd96fefd246c1d24bedb4f40b0fd2c8f","evaluatedAt":"2026-09-24T14:59:17.331Z","authorityVersion":"sha256:e71de609ec05cce7cd157d8560c8600e29ad2c982049ab180c98da61b57d6825","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":1,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T10:30:37.785Z","evidence_url":"/api/manifests/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf"}},"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":14,"publicDownloadableFileCount":1,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":669012997,"label":"638.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":38,"upstreamStars":0,"label":"38 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":"mradermacher/msmarco-distilbert-base-tas-b-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/14 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: mradermacher/msmarco-distilbert-base-tas-b-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":13,"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-mradermacher-msmarco-distilbert-base-tas-b-gguf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mradermacher/msmarco-distilbert-base-tas-b-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T10:30:37.785Z","evidence_url":"/api/manifests/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/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":"mradermacher/msmarco-distilbert-base-tas-b-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/14 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: mradermacher/msmarco-distilbert-base-tas-b-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":13,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/distribution"},"supportedClaims":["mradermacher/msmarco-distilbert-base-tas-b-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","mradermacher/msmarco-distilbert-base-tas-b-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","mradermacher/msmarco-distilbert-base-tas-b-GGUF 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-mradermacher-msmarco-distilbert-base-tas-b-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-msmarco-distilbert-base-tas-b-gguf/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."}}