{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T20:49:42.024Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","repo":"KRLabsOrg/lettucedect-mmbert-base-hu-v1","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":1264553357,"readinessCheckedAt":"2026-10-29T19:48:46.388Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":1264553357,"readinessCheckedAt":"2026-10-29T19:48:46.388Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","owner":"KRLabsOrg","name":"lettucedect-mmbert-base-hu-v1","repo":"KRLabsOrg/lettucedect-mmbert-base-hu-v1","type":"llm","summary":"Model from Hugging Face for token classification: KRLabsOrg/lettucedect-mmbert-base-hu-v1 · transformers","cardDescription":"Labels words and phrases within text.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for labeling parts of text.","confidence":"medium","task":"token-classification","audience":null,"basis":"recorded-metadata","rules":["task:token-classification"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"token-classification"},{"field":"cardMetadata.pipelineTag","value":"token-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":1264559003,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"KRLabsOrg","sourceUrl":"https://huggingface.co/KRLabsOrg/lettucedect-mmbert-base-hu-v1","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","modernbert","token-classification","token classification","hallucination detection","question answer","hu","dataset:krlabsorg/ragtruth-hu-translated","arxiv:2502.17125","base_model:jhu-clsp/mmbert-base","base_model:finetune:jhu-clsp/mmbert-base","license:mit","endpoints_compatible","region:us","llm","krlabsorg/ragtruth-hu-translated"],"task":"token-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":["KRLabsOrg/ragtruth-hu-translated"],"paperIds":["2502.17125"],"repoType":"model","baseModel":"","languages":["hu"],"sourceUrl":"https://huggingface.co/KRLabsOrg/lettucedect-mmbert-base-hu-v1","evalResults":[],"libraryName":"transformers","pipelineTag":"token-classification","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"token-classification transformers llm model hu krlabsorg/ragtruth-hu-translated safetensors dataset:krlabsorg/ragtruth-hu-translated","semanticTerms":["token-classification","transformers","llm","model","hu","krlabsorg/ragtruth-hu-translated","safetensors","dataset:krlabsorg/ragtruth-hu-translated"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":4076},{"lfs":false,"path":"config.json","sizeBytes":1225},{"lfs":true,"path":"model.safetensors","sizeBytes":1230141424},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":1051},{"lfs":true,"path":"tokenizer.json","sizeBytes":34363188},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":46469}],"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":1264559003,"sizeKnown":true,"sizeLabel":"1.2 GB","sizeReason":"","declaredSizeBytes":1264559003,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":72,"stars":0,"citations":0,"updatedAt":"2026-09-25T10:27:03.239Z","createdAt":"2026-09-25T10:12:50.835Z","version":"hf-main","upstream":{"gated":false,"repoId":"KRLabsOrg/lettucedect-mmbert-base-hu-v1","private":false,"repoUrl":"https://huggingface.co/KRLabsOrg/lettucedect-mmbert-base-hu-v1","disabled":false,"provider":"huggingface","repoType":"model","revision":"b1d9e91faa9173a5506cb3f01f50ab1c77699d22","fetchedAt":"2026-09-25T10:12:50.833Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-09-25T10:27:03.239Z","mirroredBy":"mirror-batch-worker","totalFiles":7,"hostedFiles":5,"mirroredBytes":1264553357,"mirroredFiles":5,"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_abb76ec39b4e9f7e3cfa47b0922d071820075e6d43ee49c0bfdf7a23751317d1","artifactId":"hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","representationId":"rep-133bf428ad371805014d3d94da5f95439c2263b9589c93a1c2c282d404454db3","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-133bf428ad371805014d3d94da5f95439c2263b9589c93a1c2c282d404454db3","artifactId":"hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","format":"safetensors","source":{"provider":"huggingface","identity":"KRLabsOrg/lettucedect-mmbert-base-hu-v1","revision":"b1d9e91faa9173a5506cb3f01f50ab1c77699d22","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":1225,"sha256":"sha256:6a450051a17582a6b9accf30dae305130624938eccb71d233a4b65a0885318d0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:84524e866e6296fac1609892809b3595759aa51069ec64357d0a6f42a042dd6e"},{"path":"model.safetensors","role":"weight","sizeBytes":1230141424,"sha256":"sha256:90f687f5a541c5dd56156e98da3ba48b3d0ba59cd261dc0a4f8c6d6178019992","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6110ebafd8b2279713f8a25de2ae540395c9f1c72ce9528003b17b11a928d4a3"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":1051,"sha256":"sha256:6e3204c5a4004719c185007a745d1940471a6fb02521cfa0a00306dbb6bc5903","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:58bca0afcc9c9e92c32e5de79b0938c2f009cac1bf4f39a5828acb38edba5e8f"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":34363188,"sha256":"sha256:609d8f4c067cd3950f88594c5a802616cea245823836ef5848ee4fc40aab5b6f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:138eaa974faf1bb21469a8736b6fd9e44196fd83ecda3ab06e5bc3e847281183"},{"path":"tokenizer_config.json","role":"config","sizeBytes":46469,"sha256":"sha256:3b66ca84514d9aacf4b90c65a61e561127c6c21d81bbf4e8ba9d46a4c15ac82d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8b7b0a074506ba99db8abdd344de2a3d2179a949be5f5b41cc26528a26dab98f"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:ea6036d8e08026578e7df19fbce6ad7a98a779172b017916623040325c421bbf","representationDigest":"sha256:6a51ba7a790f634572921828fdae7df6cfb8cf8ecb4c57ce127d109ce4d6390d","evidenceSnapshotDigest":"sha256:0fcf698aa2895e183a231efdf4a44799559bae1e6137fd4db5f38ec4ff4eec9e","evaluatedAt":"2026-09-25T10:27:03.768Z","authorityVersion":"sha256:2752f10a178861ee2e40c73c4ebbc8d2e9ca75e691ba3f4c22e7233aea007f12","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":5,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":7,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T19:48:46.388Z","evidence_url":"/api/manifests/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1"}},"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":7,"publicDownloadableFileCount":5,"externalFileCount":7,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1264559003,"label":"1.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":72,"upstreamStars":0,"label":"72 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":"KRLabsOrg/lettucedect-mmbert-base-hu-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/7 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: KRLabsOrg/lettucedect-mmbert-base-hu-v1","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/7 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":2,"totalFiles":7},"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-krlabsorg-lettucedect-mmbert-base-hu-v1/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"KRLabsOrg/lettucedect-mmbert-base-hu-v1"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T19:48:46.388Z","evidence_url":"/api/manifests/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/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":"KRLabsOrg/lettucedect-mmbert-base-hu-v1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/7 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: KRLabsOrg/lettucedect-mmbert-base-hu-v1","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/7 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":2,"totalFiles":7},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/distribution"},"supportedClaims":["KRLabsOrg/lettucedect-mmbert-base-hu-v1 has 0 self-reported, unqualified Hugging Bay community reviews.","KRLabsOrg/lettucedect-mmbert-base-hu-v1 has 0 self-reported run claims; none qualify verification during limited availability.","KRLabsOrg/lettucedect-mmbert-base-hu-v1 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-krlabsorg-lettucedect-mmbert-base-hu-v1/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-krlabsorg-lettucedect-mmbert-base-hu-v1/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."}}