{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-21T19:05:14.237Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-nbailab-nb-sbert-v2-base","repo":"NbAiLab/nb-sbert-v2-base","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-nbailab-nb-sbert-v2-base","owner":"NbAiLab","name":"nb-sbert-v2-base","repo":"NbAiLab/nb-sbert-v2-base","type":"embedding","summary":"Model from Hugging Face for sentence similarity: NbAiLab/nb-sbert-v2-base · sentence transformers","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":"NbAiLab/nb-bert-base"},{"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":"NbAiLab/nb-bert-base","field":"baseModel"}],"parameters":null,"size":{"bytes":714701766,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"NbAiLab","sourceUrl":"https://huggingface.co/NbAiLab/nb-sbert-v2-base","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","bert","sentence-similarity","feature-extraction","dense","generated_from_trainer","dataset_size:527098","loss:multiplenegativesrankingloss","no","dataset:nbailab/mnli-norwegian","arxiv:1908.10084","arxiv:1705.00652","arxiv:2104.09617","base_model:nbailab/nb-bert-base","base_model:finetune:nbailab/nb-bert-base","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","pdf","md","safetensors"],"baseModel":"NbAiLab/nb-bert-base","derivedFrom":"NbAiLab/nb-bert-base","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["pearson_cosine","spearman_cosine"],"datasets":["NbAiLab/mnli-norwegian"],"paperIds":["1908.10084","1705.00652","2104.09617"],"repoType":"model","baseModel":"NbAiLab/nb-bert-base","languages":["no"],"sourceUrl":"https://huggingface.co/NbAiLab/nb-sbert-v2-base","evalResults":[{"task":"Semantic Similarity","score":"0.8478162865349333","metric":"Pearson Cosine","verified":false,"benchmark":"sts dev"},{"task":"Semantic Similarity","score":"0.8495062962177747","metric":"Spearman Cosine","verified":false,"benchmark":"sts dev"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags","widget"],"semanticText":"sentence-similarity sentence-transformers embedding model no nbailab/mnli-norwegian pearson_cosine spearman_cosine nbailab/nb-bert-base sentencetransformer based on nbailab/nb-bert-base safetensors text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","no","nbailab/mnli-norwegian","pearson_cosine","spearman_cosine","nbailab/nb-bert-base","sentencetransformer based on nbailab/nb-bert-base","safetensors","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1601},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":312},{"lfs":true,"path":"Model_Documentation_Form_nb-sbert-v2-base.pdf","sizeBytes":316124},{"lfs":false,"path":"README.md","sizeBytes":26121},{"lfs":false,"path":"config.json","sizeBytes":937},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":283},{"lfs":true,"path":"model.safetensors","sizeBytes":711436112},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":57},{"lfs":false,"path":"tokenizer.json","sizeBytes":2919615},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":375}],"modelIndexNames":["SentenceTransformer based on NbAiLab/nb-bert-base"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":714701766,"sizeKnown":true,"sizeLabel":"681.6 MB","sizeReason":"","declaredSizeBytes":714701766,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":167,"stars":2,"citations":0,"updatedAt":"2026-08-28T19:25:05.766Z","createdAt":"2026-06-30T02:34:13.570Z","version":"hf-main","upstream":{"gated":false,"repoId":"NbAiLab/nb-sbert-v2-base","private":false,"repoUrl":"https://huggingface.co/NbAiLab/nb-sbert-v2-base","disabled":false,"provider":"huggingface","repoType":"model","revision":"e339220279a5eb53b297c2991aea87b6141ac6f4","fetchedAt":"2026-08-28T19:18:51.957Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-28T19:25:05.766Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"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":11},"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":11,"publicDownloadableFileCount":null,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":714701766,"label":"681.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":167,"upstreamStars":2,"label":"167 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"NbAiLab/nb-sbert-v2-base"},{"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: apache-2.0","Provenance: NbAiLab/nb-sbert-v2-base","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":11},"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-nbailab-nb-sbert-v2-base/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1601,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"Model_Documentation_Form_nb-sbert-v2-base.pdf","sizeBytes":316124,"format":"pdf","risk":"low","downloadPolicy":"external","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":"NbAiLab/nb-sbert-v2-base"}}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-nbailab-nb-sbert-v2-base/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-nbailab-nb-sbert-v2-base","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/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-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"NbAiLab/nb-sbert-v2-base"},{"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: apache-2.0","Provenance: NbAiLab/nb-sbert-v2-base","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":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-nbailab-nb-sbert-v2-base/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-nbailab-nb-sbert-v2-base","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/distribution"},"supportedClaims":["NbAiLab/nb-sbert-v2-base has 0 self-reported, unqualified Hugging Bay community reviews.","NbAiLab/nb-sbert-v2-base has 0 self-reported run claims; none qualify verification during limited availability.","NbAiLab/nb-sbert-v2-base 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-nbailab-nb-sbert-v2-base/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-nbailab-nb-sbert-v2-base"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-nbailab-nb-sbert-v2-base/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."}}