{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T01:03:58.268Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-junshim-when2think-thinkonly-1-5b","repo":"junshim/When2Think-ThinkOnly-1.5B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7119825227,"readinessCheckedAt":"2026-10-30T23:57:54.423Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7119825227,"readinessCheckedAt":"2026-10-30T23:57:54.423Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-junshim-when2think-thinkonly-1-5b","owner":"junshim","name":"When2Think-ThinkOnly-1.5B","repo":"junshim/When2Think-ThinkOnly-1.5B","type":"llm","summary":"Model from Hugging Face for text generation: junshim/When2Think-ThinkOnly-1.5B · 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":"tags","value":"conversational"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":7119826797,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"junshim","sourceUrl":"https://huggingface.co/junshim/When2Think-ThinkOnly-1.5B","license":"mit","licenseState":"known","licenseLabel":"mit","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","mit","transformers","safetensors","qwen2","text-generation","reasoning","mathematical","hybrid-reasoning","adaptive-reasoning","efficient-reasoning","reinforcement-learning","rlvr","conversational","en","dataset:agentica-org/deepscaler-preview-dataset","arxiv:2609.19671","base_model:deepseek-ai/deepseek-r1-distill-qwen-1.5b","base_model:finetune:deepseek-ai/deepseek-r1-distill-qwen-1.5b","license:mit","text-generation-inference","endpoints_compatible"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":["agentica-org/DeepScaleR-Preview-Dataset"],"paperIds":["2609.19671"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/junshim/When2Think-ThinkOnly-1.5B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","base_model_relation","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en agentica-org/deepscaler-preview-dataset safetensors dataset:agentica-org/deepscaler-preview-dataset","semanticTerms":["text-generation","transformers","llm","model","en","agentica-org/deepscaler-preview-dataset","safetensors","dataset:agentica-org/deepscaler-preview-dataset"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":8628},{"lfs":false,"path":"chat_template.jinja","sizeBytes":2246},{"lfs":false,"path":"config.json","sizeBytes":1394},{"lfs":false,"path":"generation_config.json","sizeBytes":207},{"lfs":true,"path":"model.safetensors","sizeBytes":7108390424},{"lfs":true,"path":"tokenizer.json","sizeBytes":11421907},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":421}],"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":7119826797,"sizeKnown":true,"sizeLabel":"6.6 GB","sizeReason":"","declaredSizeBytes":7119826797,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":325,"stars":1,"citations":0,"updatedAt":"2026-09-23T04:53:05.469Z","createdAt":"2026-09-23T04:43:32.201Z","version":"hf-main","upstream":{"gated":false,"repoId":"junshim/When2Think-ThinkOnly-1.5B","private":false,"repoUrl":"https://huggingface.co/junshim/When2Think-ThinkOnly-1.5B","disabled":false,"provider":"huggingface","repoType":"model","revision":"ea0c3e15fffdce2520b2d78213ec996da9974228","fetchedAt":"2026-09-23T04:43:32.199Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-09-23T04:53:05.469Z","mirroredBy":"mirror-batch-worker","totalFiles":8,"hostedFiles":7,"mirroredBytes":7119825227,"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_2cd4f6999e1bbd5227c6cc443ff17b8195a393631ae084cd4dfe1422304b6db4","artifactId":"hf-model-junshim-when2think-thinkonly-1-5b","representationId":"rep-6561594ca50444f1d53e35a0903722c8af23c984de65c88a10255e3779c5a993","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-6561594ca50444f1d53e35a0903722c8af23c984de65c88a10255e3779c5a993","artifactId":"hf-model-junshim-when2think-thinkonly-1-5b","format":"safetensors","source":{"provider":"huggingface","identity":"junshim/When2Think-ThinkOnly-1.5B","revision":"ea0c3e15fffdce2520b2d78213ec996da9974228","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":2246,"sha256":"sha256:56a1447ad31926fdc21fb07e56e5642bd9c850c4f52d8c8af7bbe5f079a84f5f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:52fe96e2155ea6ba92d58cbc351e230862483997689c993b57a5adfb4d1a112c"},{"path":"config.json","role":"config","sizeBytes":1394,"sha256":"sha256:e6efa66304a9d02187adc4be0c81364cb308fd2dbe69a50973af429ffa4dd300","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e9bd6cf7e95dcca9b44ec8887dd3dd0fdca4c32625527f637bcf1f068f471f9f"},{"path":"generation_config.json","role":"config","sizeBytes":207,"sha256":"sha256:f52dbb96accf1149183dfe87f1d2364e084d9951a0c7876ecb05610c9449c577","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:056ec8f0cd3b2f97f7a598154a00a3181636b7bfd51da62fe4c440d66526541d"},{"path":"model.safetensors","role":"weight","sizeBytes":7108390424,"sha256":"sha256:406f6f3652553f0c137cebec5a1a1b2c05e0478b113de58557b08964fb8b1b7e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f923351351ed9bb535ab72d3dcdd6edce7237377b9e312e5512bf3f62546efea"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11421907,"sha256":"sha256:f624f8136bc57382156e7595e8ea404a66fbce12e3181b933ec2459bda3a71be","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f1d4bd1328968fd1412e9e204041975eedc028d2e8be7ecf1e8c7d5395691573"},{"path":"tokenizer_config.json","role":"config","sizeBytes":421,"sha256":"sha256:8fe0cfd79c4359136c5e2b8d2ce21de8796c1f3e1ee4be6c3fbfd59fc9a4e99c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:57cab0121d49511e920b7cf8c250329dbffd1168c80d03021f8635b7d55de82c"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:4cb5453da928bae56da3a42c8bdc6a0037712bd2ccb2d952037c5ff3b998f7c8","representationDigest":"sha256:57019ea4761d9bea4487f3dc1f904470055004f28fe9b421db0995e6fa7d70df","evidenceSnapshotDigest":"sha256:88c32e8bd3fd1121d2807aa0a0e66c1bf43cc06bedf2f3770e6ba866e6ddb599","evaluatedAt":"2026-09-23T04:53:05.784Z","authorityVersion":"sha256:b74bbe19aab2ae51df833776c5a77a58c239fb1cf826d8e453e40ab48614a544","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":6,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":8,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T23:57:54.423Z","evidence_url":"/api/manifests/hf-model-junshim-when2think-thinkonly-1-5b"}},"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":8,"publicDownloadableFileCount":7,"externalFileCount":8,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":7119826797,"label":"6.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":325,"upstreamStars":1,"label":"325 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":"junshim/When2Think-ThinkOnly-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/8 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: junshim/When2Think-ThinkOnly-1.5B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":1,"totalFiles":8},"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-junshim-when2think-thinkonly-1-5b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"junshim/When2Think-ThinkOnly-1.5B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T23:57:54.423Z","evidence_url":"/api/manifests/hf-model-junshim-when2think-thinkonly-1-5b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-junshim-when2think-thinkonly-1-5b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-thinkonly-1-5b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/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":"junshim/When2Think-ThinkOnly-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/8 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: junshim/When2Think-ThinkOnly-1.5B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":1,"totalFiles":8},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-junshim-when2think-thinkonly-1-5b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-thinkonly-1-5b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/distribution"},"supportedClaims":["junshim/When2Think-ThinkOnly-1.5B has 0 self-reported, unqualified Hugging Bay community reviews.","junshim/When2Think-ThinkOnly-1.5B has 0 self-reported run claims; none qualify verification during limited availability.","junshim/When2Think-ThinkOnly-1.5B 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-junshim-when2think-thinkonly-1-5b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-thinkonly-1-5b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-thinkonly-1-5b/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."}}