{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T15:19:14.274Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-inclusionai-singguard-4b","repo":"inclusionAI/SingGuard-4b","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":8887239402,"readinessCheckedAt":"2026-10-29T15:06:00.016Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":8887239402,"readinessCheckedAt":"2026-10-29T15:06:00.016Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-inclusionai-singguard-4b","owner":"inclusionAI","name":"SingGuard-4b","repo":"inclusionAI/SingGuard-4b","type":"llm","summary":"Model from Hugging Face for llm: inclusionAI/SingGuard-4b · unknown","cardDescription":"An AI model with files and technical details to explore.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog does not give enough information to describe what this model is for.","confidence":"none","task":null,"audience":null,"basis":"insufficient-information","rules":[],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","insufficient-task-evidence"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":8893675592,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"inclusionAI","sourceUrl":"https://huggingface.co/inclusionAI/SingGuard-4b","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":87,"tags":["huggingface-import","external-catalog","model","apache-2.0","safetensors","qwen3_vl","en","arxiv:2606.22873","base_model:qwen/qwen3-vl-4b-instruct","base_model:finetune:qwen/qwen3-vl-4b-instruct","license:apache-2.0","region:us","unknown","llm"],"task":"general","modality":"text","framework":"unknown","formats":["gitattributes","md","json","png","svg","jinja","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2606.22873"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/inclusionAI/SingGuard-4b","evalResults":[],"libraryName":"unknown","pipelineTag":"","cardDataKeys":["base_model","language","license"],"semanticText":"unknown llm model en safetensors base_model:qwen/qwen3-vl-4b-instruct base_model:finetune:qwen/qwen3-vl-4b-instruct","semanticTerms":["unknown","llm","model","en","safetensors","base_model:qwen/qwen3-vl-4b-instruct","base_model:finetune:qwen/qwen3-vl-4b-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1748},{"lfs":false,"path":"README.md","sizeBytes":11629},{"lfs":false,"path":"added_tokens.json","sizeBytes":707},{"lfs":true,"path":"assets/image.png","sizeBytes":668175},{"lfs":true,"path":"assets/mllm_guard_6bench_radar.png","sizeBytes":815527},{"lfs":true,"path":"assets/s_icon.png","sizeBytes":488533},{"lfs":false,"path":"assets/s_icon.svg","sizeBytes":1892},{"lfs":false,"path":"chat_template.jinja","sizeBytes":11503},{"lfs":false,"path":"config.json","sizeBytes":1653},{"lfs":false,"path":"generation_config.json","sizeBytes":213},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model-00001-of-00002.safetensors","sizeBytes":4990497880},{"lfs":true,"path":"model-00002-of-00002.safetensors","sizeBytes":3885221448},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":64778},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":390},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":613},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422654},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":16746},{"lfs":false,"path":"video_preprocessor_config.json","sizeBytes":817},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"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":8893675592,"sizeKnown":true,"sizeLabel":"8.3 GB","sizeReason":"","declaredSizeBytes":8893675592,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":169,"stars":8,"citations":0,"updatedAt":"2026-09-19T08:02:35.487Z","createdAt":"2026-09-19T07:48:19.201Z","version":"hf-main","upstream":{"gated":false,"repoId":"inclusionAI/SingGuard-4b","private":false,"repoUrl":"https://huggingface.co/inclusionAI/SingGuard-4b","disabled":false,"provider":"huggingface","repoType":"model","revision":"4e082d0663ef44a44fc4d31c045294566d940e73","fetchedAt":"2026-09-19T07:48:19.198Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T08:02:35.487Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":12,"mirroredBytes":8887239402,"mirroredFiles":12,"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_3f3a9f101eb4960f730b751bf514e99257e724fa958cce46f2a6c458d262f8ca","artifactId":"hf-model-inclusionai-singguard-4b","representationId":"rep-a6c5de42dd47f26ccff1cdb4c524bf56a963088fe6a2233f139f3ea446b15c95","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a6c5de42dd47f26ccff1cdb4c524bf56a963088fe6a2233f139f3ea446b15c95","artifactId":"hf-model-inclusionai-singguard-4b","format":"safetensors","source":{"provider":"huggingface","identity":"inclusionAI/SingGuard-4b","revision":"4e082d0663ef44a44fc4d31c045294566d940e73","immutable":true},"files":[{"path":"added_tokens.json","role":"support","sizeBytes":707,"sha256":"sha256:c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2db5177277c4970fe7c1029fc20ac9d2aaf88c0235152e0180c174295ecc5af3"},{"path":"chat_template.jinja","role":"template","sizeBytes":11503,"sha256":"sha256:562724eed9009000c96cce9a725896b2a8ae4ebb774602d8b19aec68eb2cf33e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:40cb9561dc38eaf8b58b2fa1fe6fc54f58ef3e275569dfe11a4992913e6d3bbc"},{"path":"config.json","role":"config","sizeBytes":1653,"sha256":"sha256:363e742cbeb2029a3afc66245788971c1c3ac6deb812082d010cb3eb4153bd4e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f49f98a0eddf362eb975d2abc066822daaa69c70f75780a9c85bc4ef630a5df7"},{"path":"generation_config.json","role":"config","sizeBytes":213,"sha256":"sha256:4d9818c3d27895c0058828a5f68bc7a4de80c3ae1bcdac90936ce24178063f59","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:437ae5a757ee76d3ca17cbdc75d0b6c14461bafe2044bf393ef073a06546ca5b"},{"path":"model-00001-of-00002.safetensors","role":"weight","sizeBytes":4990497880,"sha256":"sha256:3eb66ca8f7df2979c69fa68a6806c49d37383fa1f6a515016b57baf16e2bb9c1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6e921b7a0365dff31e7cd53405316c7ceb7403c977cf65c7365e22227165a2b0"},{"path":"model-00002-of-00002.safetensors","role":"weight","sizeBytes":3885221448,"sha256":"sha256:cc74b95fce683cf7a012d68494eefe08ace08a6c59b73a86a8b9031e7a60018e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fd9db07748783750019f6950e80ef313a703560d502d5ce8676224ca1b362918"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":64778,"sha256":"sha256:c321e968083cc64dbdc77b9cc17842396cf376399f4ff4bca6b0a001fd22afef","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7eff55e3fe4dabb68160d2e44377e79582ee0e277114b0a8dda44e6cdf0e7ad3"},{"path":"preprocessor_config.json","role":"config","sizeBytes":390,"sha256":"sha256:27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:14c471ff40d270f4f6179d123617a30696390447611fed5e2b41491aa1fc0f2a"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":613,"sha256":"sha256:76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ea9d0491c7423d75a81af7b01efca817bdb89b90ad905caab6ef1b7e575c6d77"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422654,"sha256":"sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5230ddfcda4624c07e3bbeb36aa03d21a7f94c9c6dfc3b45c73109ba39890276"},{"path":"tokenizer_config.json","role":"config","sizeBytes":16746,"sha256":"sha256:9f42f5fc068755b2d606e95d97a4e3b39f363c21acfb37bdcfb12a1c003e7967","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:235bf35931dc51dd71560f473f332bdea3179caf58f7afd753c7b2c2078877fc"},{"path":"video_preprocessor_config.json","role":"config","sizeBytes":817,"sha256":"sha256:59c5c9eb52182eb14c06ffb10ca9effd29adce5f238a95de23ca14a38dbd2cb1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f1f817efe0a6dada6ad7a575b672df4b48363911b3aee54cb7d99e4811aa3d56"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:a32c922e1807675878a6e50da692f7c4959361255f3def914302c884dd25eeaf","representationDigest":"sha256:263c2dad15b483b158f2980186b3c94e27a89f7dda10fa113be8b151d506312a","evidenceSnapshotDigest":"sha256:af4c00b6e9823b5a76b45bc9499646dc94ba231ff5cd34cb522ca57c00e7443a","evaluatedAt":"2026-09-19T08:02:36.273Z","authorityVersion":"sha256:e958229b23814cc679544a6f2de77199fd3b2028c3683383aa5c6c0e52a2207a","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":12,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":20,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T15:06:00.016Z","evidence_url":"/api/manifests/hf-model-inclusionai-singguard-4b"}},"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":20,"publicDownloadableFileCount":12,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":8893675592,"label":"8.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":169,"upstreamStars":8,"label":"169 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":"inclusionAI/SingGuard-4b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/20 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: inclusionAI/SingGuard-4b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 12/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":8,"totalFiles":20},"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-inclusionai-singguard-4b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"inclusionAI/SingGuard-4b"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T15:06:00.016Z","evidence_url":"/api/manifests/hf-model-inclusionai-singguard-4b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-inclusionai-singguard-4b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-inclusionai-singguard-4b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/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":"inclusionAI/SingGuard-4b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/20 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: inclusionAI/SingGuard-4b","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 12/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":8,"totalFiles":20},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-inclusionai-singguard-4b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-inclusionai-singguard-4b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/distribution"},"supportedClaims":["inclusionAI/SingGuard-4b has 0 self-reported, unqualified Hugging Bay community reviews.","inclusionAI/SingGuard-4b has 0 self-reported run claims; none qualify verification during limited availability.","inclusionAI/SingGuard-4b 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-inclusionai-singguard-4b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-inclusionai-singguard-4b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-singguard-4b/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."}}