{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-07T01:50:50.583Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","repo":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":1117320704,"readinessCheckedAt":"2026-11-07T01:41:58.392Z","readinessSource":"shared-last-good","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":1117320704,"readinessCheckedAt":"2026-11-07T01:41:58.392Z","readinessSource":"shared-last-good","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","owner":"mradermacher","name":"biomed-Qwen2-VL-2B-Instruct-i1-GGUF","repo":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF · 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":"low","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tags-only"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"AdaptLLM/biomed-Qwen2-VL-2B-Instruct"},{"field":"tags","value":"conversational"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"AdaptLLM/biomed-Qwen2-VL-2B-Instruct","field":"baseModel"}],"parameters":null,"size":{"bytes":21727016983,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mradermacher","sourceUrl":"https://huggingface.co/mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":95,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","gguf","biology","medical","chemistry","en","dataset:adaptllm/biomed-visual-instructions","base_model:adaptllm/biomed-qwen2-vl-2b-instruct","base_model:quantized:adaptllm/biomed-qwen2-vl-2b-instruct","license:apache-2.0","endpoints_compatible","region:us","imatrix","conversational","llm","adaptllm/biomed-visual-instructions","adaptllm/biomed-qwen2-vl-2b-instruct"],"task":"general","modality":"text","framework":"transformers","formats":["gitattributes","md","gguf"],"baseModel":"AdaptLLM/biomed-Qwen2-VL-2B-Instruct","derivedFrom":"AdaptLLM/biomed-Qwen2-VL-2B-Instruct","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["AdaptLLM/biomed-visual-instructions"],"paperIds":[],"repoType":"model","baseModel":"AdaptLLM/biomed-Qwen2-VL-2B-Instruct","languages":["en"],"sourceUrl":"https://huggingface.co/mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","evalResults":[],"libraryName":"transformers","pipelineTag":"","cardDataKeys":["base_model","datasets","language","library_name","license","mradermacher","quantized_by","tags"],"semanticText":"transformers llm model en adaptllm/biomed-visual-instructions adaptllm/biomed-qwen2-vl-2b-instruct gguf dataset:adaptllm/biomed-visual-instructions base_model:adaptllm/biomed-qwen2-vl-2b-instruct base_model:quantized:adaptllm/biomed-qwen2-vl-2b-instruct","semanticTerms":["transformers","llm","model","en","adaptllm/biomed-visual-instructions","adaptllm/biomed-qwen2-vl-2b-instruct","gguf","dataset:adaptllm/biomed-visual-instructions","base_model:adaptllm/biomed-qwen2-vl-2b-instruct","base_model:quantized:adaptllm/biomed-qwen2-vl-2b-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":3403},{"lfs":false,"path":"README.md","sizeBytes":6348},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ1_M.gguf","sizeBytes":541036544},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ1_S.gguf","sizeBytes":513102848},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ2_M.gguf","sizeBytes":701331968},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ2_S.gguf","sizeBytes":664087040},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ2_XS.gguf","sizeBytes":626902016},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ2_XXS.gguf","sizeBytes":587592704},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ3_M.gguf","sizeBytes":876941312},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ3_S.gguf","sizeBytes":862684160},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ3_XS.gguf","sizeBytes":831976448},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ3_XXS.gguf","sizeBytes":769069568},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ4_NL.gguf","sizeBytes":1067603456},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-IQ4_XS.gguf","sizeBytes":1019710976},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q2_K.gguf","sizeBytes":752880128},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q2_K_S.gguf","sizeBytes":716710400},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q3_K_L.gguf","sizeBytes":980440064},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q3_K_M.gguf","sizeBytes":924455936},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q3_K_S.gguf","sizeBytes":861221888},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q4_0.gguf","sizeBytes":1068807680},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q4_1.gguf","sizeBytes":1162700288},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q4_K_M.gguf","sizeBytes":1117320704},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q4_K_S.gguf","sizeBytes":1071584768},{"lfs":true,"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q5_K_M.gguf","sizeBytes":1285494272}],"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":21727016983,"sizeKnown":true,"sizeLabel":"20.2 GB","sizeReason":"","declaredSizeBytes":21727016983,"defaultDownloadBytes":1117320704,"mirrorCount":1,"downloadCount":115,"stars":0,"citations":0,"updatedAt":"2026-08-28T19:43:44.062Z","createdAt":"2026-06-30T04:00:47.219Z","version":"hf-main","upstream":{"gated":false,"repoId":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","private":false,"repoUrl":"https://huggingface.co/mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"5a880575606dafa8562a946e3146418768af644d","fetchedAt":"2026-08-28T19:38:31.435Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-08-28T19:43:44.062Z","mirroredBy":"mirror-batch-worker","totalFiles":26,"hostedFiles":1,"mirroredBytes":1117320704,"mirroredFiles":1,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_9a983ba3f65ae1d8b79e83a278ffe67f0f428f91a0e8d631efedb2c15d1f7ee6","artifactId":"hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","representationId":"rep-f209efcb7f902f49e26a09eada395f39b4940b652ff1bea20b9d2833e8c5da2b","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f209efcb7f902f49e26a09eada395f39b4940b652ff1bea20b9d2833e8c5da2b","artifactId":"hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","format":"gguf","source":{"provider":"huggingface","identity":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","revision":"5a880575606dafa8562a946e3146418768af644d","immutable":true},"files":[{"path":"biomed-Qwen2-VL-2B-Instruct.i1-Q4_K_M.gguf","role":"weight","sizeBytes":1117320704,"sha256":"sha256:44dc2d644c4f8d9ee89b445e0cbec04929773f6198a8f111b3d48d390c1953f5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:233a81edf1c997308b6263ceb7b113cc529eb830dafe360430d3f79605ec1038"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:6ff21ef250239238ed5f19d779c16255036a8586f5226a003cf068a09930c45f","representationDigest":"sha256:d5c7795aad3e93c1019070b8ef5913df4cadc8e1197c5607b2bb6e4fb8311634","evidenceSnapshotDigest":"sha256:b05a3280a41304d7557a4c7cb2202d0dab7f3d0db11b76204dcc8342d17c65da","evaluatedAt":"2026-08-28T19:43:44.267Z","authorityVersion":"sha256:7319074417c7b39583f6a6f752ff466115f2af7ac780c01d8aaf24ddf681adfb","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":1,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":26,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-07T01:41:58.392Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf"}},"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":"unknown","hosted":null,"fileCount":26,"publicDownloadableFileCount":1,"externalFileCount":26,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":21727016983,"label":"20.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":115,"upstreamStars":0,"label":"115 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":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/26 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: mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/26 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":25,"totalFiles":26},"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-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-07T01:41:58.392Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/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":"mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/26 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: mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/26 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":25,"totalFiles":26},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/distribution"},"supportedClaims":["mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","mradermacher/biomed-Qwen2-VL-2B-Instruct-i1-GGUF 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-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomed-qwen2-vl-2b-instruct-i1-gguf/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."}}