{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T15:50:26.480Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-harcor-mpnet-base-all-nli-triplet","repo":"harcor/mpnet-base-all-nli-triplet","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-harcor-mpnet-base-all-nli-triplet","owner":"harcor","name":"mpnet-base-all-nli-triplet","repo":"harcor/mpnet-base-all-nli-triplet","type":"embedding","summary":"Model from Hugging Face for sentence similarity: harcor/mpnet-base-all-nli-triplet · 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":"microsoft/mpnet-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":"microsoft/mpnet-base","field":"baseModel"}],"parameters":null,"size":{"bytes":438939830,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"harcor","sourceUrl":"https://huggingface.co/harcor/mpnet-base-all-nli-triplet","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","mpnet","sentence-similarity","feature-extraction","generated_from_trainer","dataset_size:100000","loss:multiplenegativesrankingloss","en","dataset:sentence-transformers/all-nli","arxiv:1908.10084","arxiv:1705.00652","base_model:microsoft/mpnet-base","base_model:finetune:microsoft/mpnet-base","license:apache-2.0","model-index","text-embeddings-inference","endpoints_compatible","region:us","embedding"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","txt"],"baseModel":"microsoft/mpnet-base","derivedFrom":"microsoft/mpnet-base","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["cosine_accuracy"],"datasets":["sentence-transformers/all-nli"],"paperIds":["1908.10084","1705.00652"],"repoType":"model","baseModel":"microsoft/mpnet-base","languages":["en"],"sourceUrl":"https://huggingface.co/harcor/mpnet-base-all-nli-triplet","evalResults":[{"task":"Triplet","score":"0.9116038680076599","metric":"Cosine Accuracy","verified":false,"benchmark":"all nli dev"},{"task":"Triplet","score":"0.9247995018959045","metric":"Cosine Accuracy","verified":false,"benchmark":"all nli test"}],"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 en sentence-transformers/all-nli cosine_accuracy microsoft/mpnet-base mpnet base trained on allnli triplets safetensors dataset:sentence-transformers/all-nli text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","sentence-transformers/all-nli","cosine_accuracy","microsoft/mpnet-base","mpnet base trained on allnli triplets","safetensors","dataset:sentence-transformers/all-nli","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":296},{"lfs":false,"path":"README.md","sizeBytes":24451},{"lfs":false,"path":"config.json","sizeBytes":551},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":205},{"lfs":true,"path":"model.safetensors","sizeBytes":437967672},{"lfs":false,"path":"modules.json","sizeBytes":229},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":53},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":962},{"lfs":false,"path":"tokenizer.json","sizeBytes":710932},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1424},{"lfs":false,"path":"vocab.txt","sizeBytes":231536}],"modelIndexNames":["MPNet base trained on AllNLI triplets"]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":438939830,"sizeKnown":true,"sizeLabel":"418.6 MB","sizeReason":"","declaredSizeBytes":438939830,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":99,"stars":0,"citations":0,"updatedAt":"2026-09-24T02:14:08.924Z","createdAt":"2026-09-24T02:13:17.815Z","version":"hf-main","upstream":{"gated":false,"repoId":"harcor/mpnet-base-all-nli-triplet","private":false,"repoUrl":"https://huggingface.co/harcor/mpnet-base-all-nli-triplet","disabled":false,"provider":"huggingface","repoType":"model","revision":"57929d18757f5e19e7628676e2e9780664a51ca8","fetchedAt":"2026-09-24T02:13:17.812Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-24T02:14:08.924Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":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_15112f7cc7487d9d2fd3bf715fc61bc651e8467d0c44b6ce12c6ece661846138","artifactId":"hf-model-harcor-mpnet-base-all-nli-triplet","representationId":"rep-3fada56555ad8332f78ddd31c0888d5924512e601c33c026c2fe8e047af5ceaa","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-3fada56555ad8332f78ddd31c0888d5924512e601c33c026c2fe8e047af5ceaa","artifactId":"hf-model-harcor-mpnet-base-all-nli-triplet","format":"safetensors","source":{"provider":"huggingface","identity":"harcor/mpnet-base-all-nli-triplet","revision":"57929d18757f5e19e7628676e2e9780664a51ca8","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":551,"sha256":"sha256:caddd2d25d32bd6476c1fc04f668d36aecea7da8c4427abed3105124953210c2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:42264f12c7e79c8cacd5c19fc78b04844b14f41716a9400fd7540602fa551a6c"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":205,"sha256":"sha256:5b557a3f1617373916c5628110b220f4cc8f50ed5ddc8cc24e630e2fa415e9c5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a68adb57c48b02bf05fd48009a13d81413f4125586d857bfa14f31c1335038ea"},{"path":"model.safetensors","role":"weight","sizeBytes":437967672,"sha256":"sha256:d1896f316bcc6e21b6ad00eb7e8575bc0ac2a44ffece738a8a672e5c74da5293","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7461d6105d9a301969a9849bdfbbae1a3c54c05a8367ed8dbab43d9808fa6914"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:052153e6e14d51534ef0e788181e18d0814740c8f8a4dee28974904d468e2839"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:ec8e29d6dcb61b611b7d3fdd2982c4524e6ad985959fa7194eacfb655a8d0d51","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c97231882b2c9d5551f52a402416bde2e2b7976cfca488f7b07e13fed56ea028"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":962,"sha256":"sha256:bfa236cb0dd8b159889c516cf33a5c43aaabfe23a49cd1ee888a0f734f70b087","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f95b8e1813670080fe2a6fda246fca33b96f1bbbb366fcff5e2b11401a5a8445"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":710932,"sha256":"sha256:88e8cacca6c33c3a142ce67b84e861e17e67664590e102c659ba631e13ef4bc0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7ac8e3d84d4176f3bc2ef46ee49878fd5d0e77f33d6dfd130e1b73dcc892861b"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1424,"sha256":"sha256:3e94fe10aa97a3978f20da3514d9be0e255c01334f5aaa0283837ce3c9a5e45c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1a87bd1e58c15acf4d52c142d53acf41ed7a6bbf830511e34d3d137ff0866823"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:ceeaa84a86b91607b7d4a5f7d14981dcc9ff994179927e44130a4e584808f6ea","representationDigest":"sha256:95716aebd4a6cb3f81fe610169050d311a2712c1c43c056ac5a1d6a32a2897a7","evidenceSnapshotDigest":"sha256:21f34f8997b09ad26f5bb92febe45c9f8168e1a3589264f573e73cd5065c9369","evaluatedAt":"2026-09-24T02:14:09.340Z","authorityVersion":"sha256:035e0ec52dd870010276bfb9d61560ea490c03a6434f0d2211f3047c4862f164","invalidatedBy":null,"manifestFinal":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":12},"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":12,"publicDownloadableFileCount":null,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":438939830,"label":"418.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":99,"upstreamStars":0,"label":"99 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":"harcor/mpnet-base-all-nli-triplet"},{"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: harcor/mpnet-base-all-nli-triplet","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":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-harcor-mpnet-base-all-nli-triplet/mirrors"}},"sampleFiles":[],"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":"harcor/mpnet-base-all-nli-triplet"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-harcor-mpnet-base-all-nli-triplet"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-harcor-mpnet-base-all-nli-triplet/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-harcor-mpnet-base-all-nli-triplet","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/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":"harcor/mpnet-base-all-nli-triplet"},{"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":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: harcor/mpnet-base-all-nli-triplet","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":12},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-harcor-mpnet-base-all-nli-triplet/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-harcor-mpnet-base-all-nli-triplet","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/distribution"},"supportedClaims":["harcor/mpnet-base-all-nli-triplet has 0 self-reported, unqualified Hugging Bay community reviews.","harcor/mpnet-base-all-nli-triplet has 0 self-reported run claims; none qualify verification during limited availability.","harcor/mpnet-base-all-nli-triplet 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-harcor-mpnet-base-all-nli-triplet/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-harcor-mpnet-base-all-nli-triplet"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-harcor-mpnet-base-all-nli-triplet/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."}}