{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T09:27:21.174Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-occ-ai-occ-rag-0-6b","repo":"occ-ai/OCC-RAG-0.6B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1203572879,"readinessCheckedAt":"2026-10-29T08:18:43.642Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":1203572879,"readinessCheckedAt":"2026-10-29T08:18:43.642Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-occ-ai-occ-rag-0-6b","owner":"occ-ai","name":"OCC-RAG-0.6B","repo":"occ-ai/OCC-RAG-0.6B","type":"llm","summary":"Model from Hugging Face for text generation: occ-ai/OCC-RAG-0.6B · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"baseModel","value":"Qwen/Qwen3-0.6B-Base"},{"field":"tags","value":"conversational"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[{"repo":"Qwen/Qwen3-0.6B-Base","field":"baseModel"}],"parameters":null,"size":{"bytes":1203598925,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"occ-ai","sourceUrl":"https://huggingface.co/occ-ai/OCC-RAG-0.6B","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","qwen3","text-generation","rag","faithful-qa","occ","conversational","en","ru","arxiv:2606.00683","base_model:qwen/qwen3-0.6b-base","base_model:finetune:qwen/qwen3-0.6b-base","license:mit","text-generation-inference","endpoints_compatible","region:us","llm","qwen/qwen3-0.6b-base"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","jinja","json","png","safetensors"],"baseModel":"Qwen/Qwen3-0.6B-Base","derivedFrom":"Qwen/Qwen3-0.6B-Base","cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2606.00683"],"repoType":"model","baseModel":"Qwen/Qwen3-0.6B-Base","languages":["en","ru"],"sourceUrl":"https://huggingface.co/occ-ai/OCC-RAG-0.6B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en ru qwen/qwen3-0.6b-base safetensors rag","semanticTerms":["text-generation","transformers","llm","model","en","ru","qwen/qwen3-0.6b-base","safetensors","rag"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":8568},{"lfs":false,"path":"chat_template.jinja","sizeBytes":985},{"lfs":false,"path":"config.json","sizeBytes":1416},{"lfs":false,"path":"figures/github-mark.png","sizeBytes":453},{"lfs":false,"path":"figures/occ.png","sizeBytes":24023},{"lfs":false,"path":"generation_config.json","sizeBytes":194},{"lfs":true,"path":"model.safetensors","sizeBytes":1192135096},{"lfs":true,"path":"tokenizer.json","sizeBytes":11425566},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1054}],"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":1203598925,"sizeKnown":true,"sizeLabel":"1.1 GB","sizeReason":"","declaredSizeBytes":1203598925,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":612,"stars":2,"citations":0,"updatedAt":"2026-08-30T00:11:25.920Z","createdAt":"2026-06-30T02:18:54.296Z","version":"hf-main","upstream":{"gated":false,"repoId":"occ-ai/OCC-RAG-0.6B","private":false,"repoUrl":"https://huggingface.co/occ-ai/OCC-RAG-0.6B","disabled":false,"provider":"huggingface","repoType":"model","revision":"67d37d1d46661a2a401065d30478154290dab354","fetchedAt":"2026-08-29T21:53:25.052Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-08-30T00:11:25.920Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":7,"mirroredBytes":1203572879,"mirroredFiles":7,"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_f2d9d156a20e4d2a28a07109a0966d0fba38b872d7725d7c111fad3578072587","artifactId":"hf-model-occ-ai-occ-rag-0-6b","representationId":"rep-3c284bccb7b0b679d19b0b6c849a14428a404e160a3bec0e1d1c47f5f10c4946","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-3c284bccb7b0b679d19b0b6c849a14428a404e160a3bec0e1d1c47f5f10c4946","artifactId":"hf-model-occ-ai-occ-rag-0-6b","format":"safetensors","source":{"provider":"huggingface","identity":"occ-ai/OCC-RAG-0.6B","revision":"67d37d1d46661a2a401065d30478154290dab354","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":8568,"sha256":"sha256:61e6cb142744884dff8fff36583de2e19f6666b422589635503d6745dd174e34","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:282452ac176de22b8bf8781e5fd7868d70fb8672a97fd58579cd1f031c783e40"},{"path":"chat_template.jinja","role":"template","sizeBytes":985,"sha256":"sha256:6bc65ed570b04755c87ff9536adcd16040586175f3205e139f4a1bb66531a255","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:93f6b83f58aa73f7f741f3673be719e4b1297f451e9d454f42890a7932595cd2"},{"path":"config.json","role":"config","sizeBytes":1416,"sha256":"sha256:da9dde0834026f48f9624f89a19ec1786df2a9ced670238fce45b5e64399096f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f1ff643fedb4d523b469d1bb99db78ca18cfa3d8ae9f3de634ddfd71e561dfec"},{"path":"generation_config.json","role":"config","sizeBytes":194,"sha256":"sha256:1d962862a29ef6fde3ce4807236ded28dde2ee8ee6b7160a448ee639dc87d99f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:720c10a9364d66cddf440b399ea7494220291cf790ca9d30a4352c5059c22753"},{"path":"model.safetensors","role":"weight","sizeBytes":1192135096,"sha256":"sha256:f8f1d583afd08756cc40273d9c63d63580000852e47aa64d535bc77c872533ee","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8644c8eb8131f8ab7bef5cfea0e58ad908380aaf958952a74734a0f06e8cfb9d"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11425566,"sha256":"sha256:672e331460a05e2ea9888810a7a37f0c775429fe05fddc6330ee0dc9147a1370","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:232c17af17c9aa4cedecd8194175bf8afc76abdcdc558fcfcc6793d3db9f9772"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1054,"sha256":"sha256:d9d7c9a529ccd315732864bc1dc1547fe13b290b1c688d622625f5e2083f2b55","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e6a92a031307322bd50d50b8f8db7ebefb6314e623b20acfe9861201a66011bf"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:110f6c47ad7d9269dd4d81e0bfa10a48f8a7b76526612a5578c043103282c236","representationDigest":"sha256:65fc2ec72f63149c4cfdfeb709b6a5de1415fe82d30606f490bbfeeeb44d54e6","evidenceSnapshotDigest":"sha256:9797a6f23351b763255432bfe6e19b13aaa3e105acf58f8a7e405003f3ac9513","evaluatedAt":"2026-08-30T00:11:26.167Z","authorityVersion":"sha256:2d8cddf36a481d6c7459cfa073c098ecd1835d9e4708340d414876e906a90b56","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":7,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":10,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T08:18:43.642Z","evidence_url":"/api/manifests/hf-model-occ-ai-occ-rag-0-6b"}},"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":10,"publicDownloadableFileCount":7,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1203598925,"label":"1.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":612,"upstreamStars":2,"label":"612 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":"occ-ai/OCC-RAG-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 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: occ-ai/OCC-RAG-0.6B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"totalFiles":10},"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-occ-ai-occ-rag-0-6b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"occ-ai/OCC-RAG-0.6B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T08:18:43.642Z","evidence_url":"/api/manifests/hf-model-occ-ai-occ-rag-0-6b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-occ-ai-occ-rag-0-6b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-occ-ai-occ-rag-0-6b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/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":"occ-ai/OCC-RAG-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 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: occ-ai/OCC-RAG-0.6B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"totalFiles":10},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-occ-ai-occ-rag-0-6b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-occ-ai-occ-rag-0-6b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/distribution"},"supportedClaims":["occ-ai/OCC-RAG-0.6B has 0 self-reported, unqualified Hugging Bay community reviews.","occ-ai/OCC-RAG-0.6B has 0 self-reported run claims; none qualify verification during limited availability.","occ-ai/OCC-RAG-0.6B 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-occ-ai-occ-rag-0-6b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-occ-ai-occ-rag-0-6b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-occ-ai-occ-rag-0-6b/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."}}