{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T21:06:45.434Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","repo":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":164390218,"readinessCheckedAt":"2026-10-29T19:48:46.388Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":164390218,"readinessCheckedAt":"2026-10-29T19:48:46.388Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","owner":"OpenMed","name":"OpenMed-NER-OncologyDetect-TinyMed-82M","repo":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","type":"vision","summary":"Model from Hugging Face for token classification: OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M · 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":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"token-classification"},{"field":"cardMetadata.pipelineTag","value":"token-classification"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":168447690,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"OpenMed","sourceUrl":"https://huggingface.co/OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","roberta","token-classification","named-entity-recognition","biomedical-nlp","cancer-genetics","oncology","gene-regulation","cancer-research","amino_acid","anatomical_system","cancer","cell","cellular_component","developing_anatomical_structure","gene_or_gene_product","immaterial_anatomical_entity","multi-tissue_structure","organ"],"task":"token-classification","modality":"vision","framework":"transformers","formats":["gitattributes","md","json","txt","safetensors","png"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2508.01630"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","evalResults":[],"libraryName":"transformers","pipelineTag":"token-classification","cardDataKeys":["language","license","tags","widget"],"semanticText":"token-classification transformers vision model en safetensors organism_subdivision","semanticTerms":["token-classification","transformers","vision","model","en","safetensors","organism_subdivision"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1588},{"lfs":false,"path":"README.md","sizeBytes":12510},{"lfs":false,"path":"config.json","sizeBytes":2655},{"lfs":false,"path":"merges.txt","sizeBytes":456318},{"lfs":true,"path":"model.safetensors","sizeBytes":163118722},{"lfs":true,"path":"openmed_vs_sota_grouped_bars.png","sizeBytes":496978},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":280},{"lfs":false,"path":"test_results.json","sizeBytes":195},{"lfs":false,"path":"tokenizer.json","sizeBytes":3558906},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1245},{"lfs":false,"path":"vocab.json","sizeBytes":798293}],"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":168447690,"sizeKnown":true,"sizeLabel":"160.6 MB","sizeReason":"","declaredSizeBytes":168447690,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":74689,"stars":0,"citations":0,"updatedAt":"2026-08-07T20:00:33.614Z","createdAt":"2026-06-29T22:23:10.861Z","version":"hf-main","upstream":{"gated":false,"repoId":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","private":false,"repoUrl":"https://huggingface.co/OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","disabled":false,"provider":"huggingface","repoType":"model","revision":"b6188adf9aa3f1d450eb925fb67226dbc3e19be2","fetchedAt":"2026-07-29T22:23:00.050Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-07T20:00:33.614Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":8,"mirroredBytes":164390218,"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_c3d79fd7ccbbec783ba2e09c7d47f8607622064759651197460164331a3540e6","artifactId":"hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","representationId":"rep-ca1547ea94cc5153791d667a47225cb1434d40b72c9263be93b149715198e2dd","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-ca1547ea94cc5153791d667a47225cb1434d40b72c9263be93b149715198e2dd","artifactId":"hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","format":"safetensors","source":{"provider":"huggingface","identity":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","revision":"b6188adf9aa3f1d450eb925fb67226dbc3e19be2","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":12510,"sha256":"sha256:8d9ad8daacbc819e295595dad060eb4dd031424a2dfe0da3e1cd7b29b373cc16","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6fb32120c2ed3929a9a6596a9b344fe15f4d89c8c3162233abf0f31d22c4c84f"},{"path":"config.json","role":"config","sizeBytes":2655,"sha256":"sha256:49ffc5d65821a60d3f496a9533e3b8b4ca30fc6fcb0dafda820f403d177d261e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d416da08bde2516a5f2ea341c118f752d6533d7a958fba9b033ea28a3b787f12"},{"path":"merges.txt","role":"tokenizer","sizeBytes":456318,"sha256":"sha256:1ce1664773c50f3e0cc8842619a93edc4624525b728b188a9e0be33b7726adc5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3a774397ec90a0b2eb201b6b3d552a177925dcfde719f74910646ecd3e88bd91"},{"path":"model.safetensors","role":"weight","sizeBytes":163118722,"sha256":"sha256:aa3ec8e4317c4873995ee7eb9c422b2e701c79fcbb83aa0047f7ad353a43b938","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:13d649fb46bf199585858bff4b767f7ab871f446247762b2d71473dde3693016"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":280,"sha256":"sha256:06e405a36dfe4b9604f484f6a1e619af1a7f7d09e34a8555eb0b77b66318067f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ef4fecd625fc2dd5d3f5367abdc00d8c8a7d640087b00821643c4d77b1b417e7"},{"path":"test_results.json","role":"support","sizeBytes":195,"sha256":"sha256:d87059789de46b2937c3ab1b6de30a4a1d2cad69f1124e30f2acb7163fb60d56","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d13e5bef0b388e22dace03e8a1d64ae617149093215b4b9628783937ae298221"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1245,"sha256":"sha256:38b4f61b73aab22f9c2bb01d0f2be28d745e1db57ef7fcfddfa33c6ac8265444","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f5f8f76d02ade34d45d7e9f3d22d6f5485f7ecdcfdf84b6fd1d17a2f631a74db"},{"path":"vocab.json","role":"tokenizer","sizeBytes":798293,"sha256":"sha256:ed19656ea1707df69134c4af35c8ceda2cc9860bf2c3495026153a133670ab5e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2876cd49668adee8f0f687da2432e405a3b286e47c1d5560b3226ef469891c7b"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:9b50dacd25e215a2b6efd663c1edca08d13bc816d07e71f2e7047fdd3ade1d03","representationDigest":"sha256:4eef207801d3dfbd6633acfe4d6d03c610bad969e7c2db0ae021f10fa3fdd277","evidenceSnapshotDigest":"sha256:9a484f9af3ffb4cb98732c215ce85e83f19c7070cfd3c83b6e493a84c3acd47d","evaluatedAt":"2026-08-07T20:00:33.951Z","authorityVersion":"sha256:6a450b2d030f561090b7f1e7cbda939b00e549c264f41bd225b220c77555420a","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":11,"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-openmed-openmed-ner-oncologydetect-tinymed-82m"}},"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":11,"publicDownloadableFileCount":8,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":168447690,"label":"160.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":74689,"upstreamStars":0,"label":"75K 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":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"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-openmed-openmed-ner-oncologydetect-tinymed-82m/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M"}},"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-openmed-openmed-ner-oncologydetect-tinymed-82m"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/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":"OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/distribution"},"supportedClaims":["OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M has 0 self-reported, unqualified Hugging Bay community reviews.","OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M has 0 self-reported run claims; none qualify verification during limited availability.","OpenMed/OpenMed-NER-OncologyDetect-TinyMed-82M 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-openmed-openmed-ner-oncologydetect-tinymed-82m/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-ner-oncologydetect-tinymed-82m/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."}}