{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T13:34:44.096Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","repo":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":1121284642,"readinessCheckedAt":"2026-10-29T13:30:03.214Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":1121284642,"readinessCheckedAt":"2026-10-29T13:30:03.214Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","owner":"sentence-transformers","name":"paraphrase-multilingual-mpnet-base-v2","repo":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","type":"embedding","summary":"Model from Hugging Face for sentence similarity: sentence-transformers/paraphrase-multilingual-mpnet-base-v2 · sentence transformers","cardDescription":"Turns text into number lists for search and meaning comparisons.","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":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":10851051682,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"sentence-transformers","sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","pytorch","tf","onnx","safetensors","openvino","xlm-roberta","feature-extraction","sentence-similarity","transformers","text-embeddings-inference","multilingual","ar","bg","ca","cs","da","de","el","en"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","onnx","bin","xml","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["1908.10084"],"repoType":"model","baseModel":"","languages":["multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa"],"sourceUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","evalResults":[],"libraryName":"sentence-transformers","licenseLink":"","licenseName":"","pipelineTag":"sentence-similarity","cardDataKeys":["language","language_bcp47","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model multilingual ar bg ca cs da de el en es et fa onnx safetensors transformers text-embeddings-inference","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","multilingual","ar","bg","ca","cs","da","de","el","en","es","et","fa","onnx","safetensors","transformers","text-embeddings-inference"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":0},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":0},{"lfs":false,"path":"README.md","sizeBytes":0},{"lfs":false,"path":"config.json","sizeBytes":0},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":0},{"lfs":false,"path":"model.safetensors","sizeBytes":0},{"lfs":false,"path":"modules.json","sizeBytes":0},{"lfs":false,"path":"onnx/model.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O1.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O2.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O3.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_O4.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_arm64.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_qint8_avx512_vnni.onnx","sizeBytes":0},{"lfs":false,"path":"onnx/model_quint8_avx2.onnx","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model.xml","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.bin","sizeBytes":0},{"lfs":false,"path":"openvino/openvino_model_qint8_quantized.xml","sizeBytes":0},{"lfs":false,"path":"pytorch_model.bin","sizeBytes":0},{"lfs":false,"path":"sentence_bert_config.json","sizeBytes":0},{"lfs":false,"path":"sentencepiece.bpe.model","sizeBytes":0},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":0}],"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":10851051682,"sizeKnown":true,"sizeLabel":"10.1 GB","sizeReason":"","declaredSizeBytes":10851051682,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":7567460,"stars":554,"citations":0,"updatedAt":"2025-08-19T10:29:38.000Z","createdAt":"2026-06-29T15:39:36.514Z","version":"hf-main","upstream":{"gated":false,"repoId":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","private":false,"repoUrl":"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"4328cf26390c98c5e3c738b4460a05b95f4911f5","fetchedAt":"2026-10-29T03:29:37.101Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-07-27T01:54:34.300Z","mirroredBy":"mirror-batch-worker","totalFiles":27,"hostedFiles":8,"mirroredBytes":1121284642,"mirroredFiles":8,"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_80a9971830e4dde084a2eeb4f307d57a5621773e3602609c8afec63c3b6c4a16","artifactId":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","representationId":"rep-3972f9f08673ae40c8db7f9d1706e5059cfc62ac2ca47ca5e566cdd1803c69bf","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-3972f9f08673ae40c8db7f9d1706e5059cfc62ac2ca47ca5e566cdd1803c69bf","artifactId":"hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","format":"safetensors","source":{"provider":"huggingface","identity":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2","revision":"4328cf26390c98c5e3c738b4460a05b95f4911f5","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":190,"sha256":"sha256:a37f83ada23e7887be6b88f4998927dbeac0038af301553c7cd5461413bf1a56","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a87a115e9976898cd2aa1800d779783ada0a929cdb83c667ae5b26b6e3af0b4b"},{"path":"config.json","role":"config","sizeBytes":723,"sha256":"sha256:8b94b5c10efd3c3ca667e5ccd501314eb670cefbf7a465f0a3fc0928a1a0ab87","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:505a9f27d62fdf02be2e20b035e94a82a60630f25523fb2b6aff31bc28cc0700"},{"path":"model.safetensors","role":"weight","sizeBytes":1112201288,"sha256":"sha256:b5722100700c48b74c9c199c5f39ff9493c94d1497f719e791d4bc3861d7714a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b7553e3404ef6100a0528f87d96cc62e22aec7950e88208ff6cdc213784763b5"},{"path":"modules.json","role":"support","sizeBytes":229,"sha256":"sha256:8f4b264b80206c830bebbdcae377e137925650a433b689343a63bdc9b3145460","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ec82929ca4b60f4acbadb5375c302cff69d7fa5a3560084e1683b1d316d700d8"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":53,"sha256":"sha256:70f4448f31320443fe3557cacea5abf2dcc4915dda8c80646bec9f3bb0aa5a1f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:286b881b21624dc9339f6a82b79faf3e9788bdd5f2aa78ad5e0466f1a9c6062c"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":239,"sha256":"sha256:378eb3bf733eb16e65792d7e3fda5b8a4631387ca04d2015199c4d4f22ae554d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:15ac718d91eb9f6714f7d0bea7547e952b990fc64e14e0d2df9a3d7a87e01968"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":9081518,"sha256":"sha256:2c3387be76557bd40970cec13153b3bbf80407865484b209e655e5e4729076b8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:139d9faa55c422eb318d9a7bbc960bee60b22e898481140268a5168e93d8e492"},{"path":"tokenizer_config.json","role":"config","sizeBytes":402,"sha256":"sha256:a312d5bef89ec4c9355638520a31582e761f205d79df3002a3bd390d7077455f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0a9cf2f9504517a36d3e15fe9b8836e6f50e98919573c052f1dd0cb115ae6a38"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:31afd43cfa29ed4ace72aa639a5f7a8262c87c13349d2f73911e6d1e25f83d80","representationDigest":"sha256:02f3a726f321dc6da73a035b66c9fce778e58b50a148297abf8f75d1af03d857","evidenceSnapshotDigest":"sha256:2747b70407b2d6d98e07c62e2edef2f06d34240894661c81ac9031c7f7830540","evaluatedAt":"2026-07-27T01:54:40.363Z","authorityVersion":"sha256:bf1ff7fe86f3ee18fdfe19d556fca6da21024c9ebf03e10b2c830d87d13640b7","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"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":27,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T13:30:03.214Z","evidence_url":"/api/manifests/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2"}},"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":27,"publicDownloadableFileCount":8,"externalFileCount":27,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":10851051682,"label":"10.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":7567460,"upstreamStars":554,"label":"7.6M 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":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/27 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: sentence-transformers/paraphrase-multilingual-mpnet-base-v2","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/27 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":19,"totalFiles":27},"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-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T13:30:03.214Z","evidence_url":"/api/manifests/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/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":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/27 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: sentence-transformers/paraphrase-multilingual-mpnet-base-v2","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/27 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":19,"totalFiles":27},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/distribution"},"supportedClaims":["sentence-transformers/paraphrase-multilingual-mpnet-base-v2 has 0 self-reported, unqualified Hugging Bay community reviews.","sentence-transformers/paraphrase-multilingual-mpnet-base-v2 has 0 self-reported run claims; none qualify verification during limited availability.","sentence-transformers/paraphrase-multilingual-mpnet-base-v2 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-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-sentence-transformers-paraphrase-multilingual-mpnet-base-v2/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."}}