{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-28T05:37:02.396Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-matyaydin-mnlp-m2-document-encoder","repo":"matyaydin/MNLP_M2_document_encoder","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":438990040,"readinessCheckedAt":"2026-10-28T05:21:06.413Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":438990040,"readinessCheckedAt":"2026-10-28T05:21:06.413Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-matyaydin-mnlp-m2-document-encoder","owner":"matyaydin","name":"MNLP_M2_document_encoder","repo":"matyaydin/MNLP_M2_document_encoder","type":"embedding","summary":"Model from Hugging Face: matyaydin/MNLP_M2_document_encoder","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":"mit"},{"field":"tags","value":"sentence-similarity"},{"field":"task","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"matyaydin","sourceUrl":"https://huggingface.co/matyaydin/MNLP_M2_document_encoder","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","mit","sentence-transformers","safetensors","bert","feature-extraction","sentence-similarity","transformers","mteb","en","arxiv:2401.03462","arxiv:2312.15503","arxiv:2311.13534","arxiv:2310.07554","arxiv:2309.07597","license:mit"],"task":"feature-extraction","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","safetensors","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":56,"stars":0,"citations":0,"updatedAt":"2026-08-02T20:19:37.858Z","createdAt":"2026-06-30T04:21:47.698Z","version":"hf-main","upstream":{"gated":false,"repoId":"matyaydin/MNLP_M2_document_encoder","private":false,"repoUrl":"https://huggingface.co/matyaydin/MNLP_M2_document_encoder","disabled":false,"provider":"huggingface","repoType":"model","revision":"db430e84d2be380600a0cdfd4ca81a336f895640","fetchedAt":"2026-06-30T04:21:47.698Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-08-02T20:19:37.858Z","mirroredBy":"mirror-batch-worker","mirroredBytes":438990040,"mirroredFiles":11,"storageProvider":"gcs","hosted":true,"hostedFiles":11,"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_5416bb39497b49a023c28efc41e3146474653b614be378b5884ba690d947ccb4","artifactId":"hf-model-matyaydin-mnlp-m2-document-encoder","representationId":"rep-b7fdef6cb046f36e13e9898b18225f86f24f0873841e7006725cdc8a867f75d2","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-b7fdef6cb046f36e13e9898b18225f86f24f0873841e7006725cdc8a867f75d2","artifactId":"hf-model-matyaydin-mnlp-m2-document-encoder","format":"safetensors","source":{"provider":"huggingface","identity":"matyaydin/MNLP_M2_document_encoder","revision":"db430e84d2be380600a0cdfd4ca81a336f895640","immutable":true},"files":[{"path":"1_Pooling/config.json","role":"config","sizeBytes":296,"sha256":"sha256:d02ebf56344d20f773449b15d0c10ee9a86a9178f3b3c9bfecb8b87d4350ce38","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2bee27e98d79524315fd72a6ffd030368f2206f320790b120133a23dc997f613"},{"path":"README.md","role":"support","sizeBytes":92243,"sha256":"sha256:d62dd9bcd4284e3cd1cdc0ec6cbfbb0695a24f1f3be12faa9e2c86d205ab4fc3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bf95d6e5180340dc958caac7b7264d26d12bd0569798b6060bdcb9d437ef2401"},{"path":"config.json","role":"config","sizeBytes":696,"sha256":"sha256:90ef15acbe394e810d7e4b55c89d0c853680f1d599c3cd2bc7221570f1212781","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fe54a117a134f708fd94c05e8990303fb094825bb123cfda53018f1ba653851b"},{"path":"config_sentence_transformers.json","role":"support","sizeBytes":205,"sha256":"sha256:1c962cd1cf6f96e82ce8aa900d5a2b8a572c46635eea564bef590be22b936240","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:96d65d9e0f4491283f95f3b5d17bdd79f03038d5f6b560157f544f36ba763d04"},{"path":"model.safetensors","role":"weight","sizeBytes":437951328,"sha256":"sha256:0d4db737f56aaea90796b5a8d219de0eee958295a575c611f6b417ad340151da","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6ca13ce08e725750d4f64ec9c6b2013487f60dcda1821000204112bf659c70e2"},{"path":"modules.json","role":"support","sizeBytes":349,"sha256":"sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b089b7aed7f1c0378df46b56c8812ca321361f3e936bf52a89b1727c32a6cb44"},{"path":"sentence_bert_config.json","role":"config","sizeBytes":52,"sha256":"sha256:84e39fda68ccbff05bfa723ae9c0e70e23e2ec373b76e0f8c6e71af72a693cbf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:61b3119edaf87d7e0d3ea8340b931860e2840c45d5686d179dfbf5fce175aa7e"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":695,"sha256":"sha256:5d5b662e421ea9fac075174bb0688ee0d9431699900b90662acd44b2a350503a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c3a86694b13510f0b42159c7702319b8618b2293ba1f2774449c0ab9cf1e3d2b"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":711396,"sha256":"sha256:d241a60d5e8f04cc1b2b3e9ef7a4921b27bf526d9f6050ab90f9267a1f9e5c66","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5b060e29f12ea6c2ceec3f6c0caced0fa9f3103d9e0c5acca3df08d733361b9c"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1272,"sha256":"sha256:7b082b48a08a0b5c5939d99472e33addce3d96202155e33f7928cecd171186a0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3545869a67989094edb015cf4f0047d81ca50840da980e25636e260cee8cd7e2"},{"path":"vocab.txt","role":"tokenizer","sizeBytes":231508,"sha256":"sha256:07eced375cec144d27c900241f3e339478dec958f92fddbc551f295c992038a3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:db1083cd582962cc7f12ed8b62bc70a4051f9dd75e802a80697cb8ee1a3caa4f"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:b00bc9e77790a29e1850b2fe40fd67344f24e734422fa7a2c119f5ac486b6eef","representationDigest":"sha256:28349ae1508a50099ec03e8b9f4e0dead935367a740e39874923f27d021fa96c","evidenceSnapshotDigest":"sha256:a9d12595dd5fd924b2b1d646839bf4d9b164ce980eb0307c652cf7447b595933","evaluatedAt":"2026-08-02T20:19:38.397Z","authorityVersion":"sha256:2761e71d4375189a3ae5431ee9be64269f146532ecf39c4061d0c6785d32d4c3","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":11,"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":"2026-10-28T05:21:06.413Z","evidence_url":"/api/manifests/hf-model-matyaydin-mnlp-m2-document-encoder"}},"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":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":56,"upstreamStars":0,"label":"56 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":"matyaydin/MNLP_M2_document_encoder"},{"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: matyaydin/MNLP_M2_document_encoder","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-matyaydin-mnlp-m2-document-encoder/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"matyaydin/MNLP_M2_document_encoder"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T05:21:06.413Z","evidence_url":"/api/manifests/hf-model-matyaydin-mnlp-m2-document-encoder"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-matyaydin-mnlp-m2-document-encoder/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-matyaydin-mnlp-m2-document-encoder","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/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":"matyaydin/MNLP_M2_document_encoder"},{"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: matyaydin/MNLP_M2_document_encoder","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-matyaydin-mnlp-m2-document-encoder/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-matyaydin-mnlp-m2-document-encoder","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/distribution"},"supportedClaims":["matyaydin/MNLP_M2_document_encoder has 0 self-reported, unqualified Hugging Bay community reviews.","matyaydin/MNLP_M2_document_encoder has 0 self-reported run claims; none qualify verification during limited availability.","matyaydin/MNLP_M2_document_encoder 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-matyaydin-mnlp-m2-document-encoder/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-matyaydin-mnlp-m2-document-encoder"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-matyaydin-mnlp-m2-document-encoder/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."}}