{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T15:05:10.121Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-ai-forever-sbert-large-nlu-ru","repo":"ai-forever/sbert_large_nlu_ru","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":3419161122,"readinessCheckedAt":"2026-10-29T14:49:01.729Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":3419161122,"readinessCheckedAt":"2026-10-29T14:49:01.729Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-ai-forever-sbert-large-nlu-ru","owner":"ai-forever","name":"sbert_large_nlu_ru","repo":"ai-forever/sbert_large_nlu_ru","type":"embedding","summary":"Model from Hugging Face for feature extraction: ai-forever/sbert_large_nlu_ru · 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 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":3419161567,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ai-forever","sourceUrl":"https://huggingface.co/ai-forever/sbert_large_nlu_ru","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","safetensors","bert","feature-extraction","ru","license:mit","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"feature-extraction","modality":"text","framework":"transformers","formats":["gitattributes","json","md","safetensors","bin"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["ru"],"sourceUrl":"https://huggingface.co/ai-forever/sbert_large_nlu_ru","evalResults":[],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","tags"],"semanticText":"feature-extraction transformers embedding model ru safetensors text-embeddings-inference","semanticTerms":["feature-extraction","transformers","embedding","model","ru","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":445},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":297},{"lfs":false,"path":"README.md","sizeBytes":2050},{"lfs":false,"path":"config.json","sizeBytes":863},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":195},{"lfs":true,"path":"model.safetensors","sizeBytes":1707679808},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":1707761510},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":125},{"lfs":false,"path":"tokenizer.json","sizeBytes":3714602},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1270}],"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":3419161567,"sizeKnown":true,"sizeLabel":"3.2 GB","sizeReason":"","declaredSizeBytes":3419161567,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":68225,"stars":104,"citations":0,"updatedAt":"2026-08-27T22:50:05.606Z","createdAt":"2026-06-29T22:23:17.851Z","version":"hf-main","upstream":{"gated":false,"repoId":"ai-forever/sbert_large_nlu_ru","private":false,"repoUrl":"https://huggingface.co/ai-forever/sbert_large_nlu_ru","disabled":false,"provider":"huggingface","repoType":"model","revision":"89deeaa197d9d146e5763ac1f5fe32bf66817126","fetchedAt":"2026-08-27T20:38:37.473Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-08-27T22:50:05.606Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":11,"mirroredBytes":3419161122,"mirroredFiles":11,"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_ca4f7a1b8c173476e32f97defb47b1de2afdf89f9b772ba152d1e23bb7b8578e","artifactId":"hf-model-ai-forever-sbert-large-nlu-ru","representationId":"rep-576aba8310b17cceed7a0bbd5894e7a92df90a6c878ee0bbc9db0be6516ed634","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-576aba8310b17cceed7a0bbd5894e7a92df90a6c878ee0bbc9db0be6516ed634","artifactId":"hf-model-ai-forever-sbert-large-nlu-ru","format":"safetensors","source":{"provider":"huggingface","identity":"ai-forever/sbert_large_nlu_ru","revision":"89deeaa197d9d146e5763ac1f5fe32bf66817126","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":297,"sha256":"sha256:4e103b8e2a31573ea88570523c2db4f13d34e09a26333e8a889268ed907b3822","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:84b0a06774fff5977ba82dd785e21ba9472eb68c6df6ddbbb5432a8ca153a2cb"},{"path":"README.md","role":"support","sizeBytes":2050,"sha256":"sha256:efe4372373e91b24be03d09c86ec367a8956ce632a7bec9adadf0eff51a2f84c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d47725c3e4f3e6e230c467e377e3d66323abd7eb1e8dddba42f0aa8d9a575899"},{"path":"config.json","role":"config","sizeBytes":863,"sha256":"sha256:4047054c6b9685ace0601a44cb692f209c084f62eb80b97c91e8747980ddcae5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4d73e4198e95efab89f1316032139e6780fbff24ba65e120f27ed57fb34e1ac7"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":195,"sha256":"sha256:d463f47554f4a072d0a4d859e55e2c6f1d74b386029808dd8fcdad1ffb55a642","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a98954ae8ef70c1d5557995b9fab6f41cc4efb75d9aef894bcf59dc8f15647c5"},{"path":"model.safetensors","role":"weight","sizeBytes":1707679808,"sha256":"sha256:cea5e5ebffd98391d7c119f2d35a50e546aad6aea7c883bb584754874d27f622","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:583b5165e7593f49aaa69fc66e420bb98410f81c27823f8a38d04fb0c8506c01"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7e239d7fdf2f3be7881851526f9e2dff969186a92cf1984da54d6b56fe2cdcf3"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:ec8e29d6dcb61b611b7d3fdd2982c4524e6ad985959fa7194eacfb655a8d0d51","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bf87e324a1047d306c623b18157df480680a083bc9e90163d2b49862ab7d44e0"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":125,"sha256":"sha256:b6d346be366a7d1d48332dbc9fdf3bf8960b5d879522b7799ddba59e76237ee3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:73c6ffd19f524be2bfa21cb02636d75f4571cac4d7ed3ffed651d32cc03d8b41"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":3714602,"sha256":"sha256:fe9c4825b72936c65d0eed88ce38badf4e387846728109f499e25d592c6db61c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9e77fcc7a0a86428a505ff3e8302e06e867330ab8e6d4d98739de8a6583d5fe1"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1270,"sha256":"sha256:ae57eda34a3d4e3bbab5edd30c5b7e4ee3c493fa48c2e1af1443b6bd619afc19","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:21c0a34015cb3f9fdfc4b427fced737064d9837530c12cf2ac17aa3609d64531"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:0bd4fb4a6d315b27f5304911a7a8513e7bba8539a35035325dc4dd536379638c","representationDigest":"sha256:bd4434faa14d8209efac2f8091d4fff5a131936c8e2ef7a1b16128e5c1094080","evidenceSnapshotDigest":"sha256:90bb9926863dceac89fe7ac580a08497d0433565d0810668cf1b23fca648de86","evaluatedAt":"2026-08-27T22:50:06.016Z","authorityVersion":"sha256:9e115aeb41db15cca9ba00d8fe8a4ba6116bac076b88b9ba9cedca0c9ccd9895","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":10,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":12,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T14:49:01.729Z","evidence_url":"/api/manifests/hf-model-ai-forever-sbert-large-nlu-ru"}},"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":12,"publicDownloadableFileCount":11,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3419161567,"label":"3.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":68225,"upstreamStars":104,"label":"68K 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":"ai-forever/sbert_large_nlu_ru"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/12 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: ai-forever/sbert_large_nlu_ru","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/12 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":1,"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-ai-forever-sbert-large-nlu-ru/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ai-forever/sbert_large_nlu_ru"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T14:49:01.729Z","evidence_url":"/api/manifests/hf-model-ai-forever-sbert-large-nlu-ru"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-ai-forever-sbert-large-nlu-ru/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-forever-sbert-large-nlu-ru","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/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":"ai-forever/sbert_large_nlu_ru"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/12 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: ai-forever/sbert_large_nlu_ru","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/12 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":1,"totalFiles":12},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-ai-forever-sbert-large-nlu-ru/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-forever-sbert-large-nlu-ru","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/distribution"},"supportedClaims":["ai-forever/sbert_large_nlu_ru has 0 self-reported, unqualified Hugging Bay community reviews.","ai-forever/sbert_large_nlu_ru has 0 self-reported run claims; none qualify verification during limited availability.","ai-forever/sbert_large_nlu_ru 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-ai-forever-sbert-large-nlu-ru/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-ai-forever-sbert-large-nlu-ru"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ai-forever-sbert-large-nlu-ru/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."}}