{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T11:11:00.555Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-junshim-when2think-1-5b","repo":"junshim/When2Think-1.5B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":7119816599,"readinessCheckedAt":"2026-10-29T10:38:52.931Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":7119816599,"readinessCheckedAt":"2026-10-29T10:38:52.931Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-junshim-when2think-1-5b","owner":"junshim","name":"When2Think-1.5B","repo":"junshim/When2Think-1.5B","type":"llm","summary":"Model from Hugging Face for text generation: junshim/When2Think-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":7119826807,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"junshim","sourceUrl":"https://huggingface.co/junshim/When2Think-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-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":8638},{"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":7119826807,"sizeKnown":true,"sizeLabel":"6.6 GB","sizeReason":"","declaredSizeBytes":7119826807,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":775,"stars":1,"citations":0,"updatedAt":"2026-09-22T20:32:06.401Z","createdAt":"2026-09-22T20:21:18.606Z","version":"hf-main","upstream":{"gated":false,"repoId":"junshim/When2Think-1.5B","private":false,"repoUrl":"https://huggingface.co/junshim/When2Think-1.5B","disabled":false,"provider":"huggingface","repoType":"model","revision":"986fb6146df97529df504753216f047d3f55b083","fetchedAt":"2026-09-22T20:21:18.604Z","importMode":"external-catalog","licenseRaw":"mit"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T20:32:06.401Z","mirroredBy":"mirror-batch-worker","totalFiles":8,"hostedFiles":6,"mirroredBytes":7119816599,"mirroredFiles":6,"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_f22b3d6f2bbab3ce2cd2d6f14c5b8a62db8140ea53062e33c4af1b919d4c195d","artifactId":"hf-model-junshim-when2think-1-5b","representationId":"rep-69249f121f355ad4d56ad1f8bd61d9c67cd4bc353c63ea2e8cc8dc88562d50f2","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-69249f121f355ad4d56ad1f8bd61d9c67cd4bc353c63ea2e8cc8dc88562d50f2","artifactId":"hf-model-junshim-when2think-1-5b","format":"safetensors","source":{"provider":"huggingface","identity":"junshim/When2Think-1.5B","revision":"986fb6146df97529df504753216f047d3f55b083","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":2246,"sha256":"sha256:56a1447ad31926fdc21fb07e56e5642bd9c850c4f52d8c8af7bbe5f079a84f5f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5037f4ccdc3ee9addde2bb42e34ae834449d32c1a3beed207611e509d646a8d8"},{"path":"config.json","role":"config","sizeBytes":1394,"sha256":"sha256:e6efa66304a9d02187adc4be0c81364cb308fd2dbe69a50973af429ffa4dd300","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7de51fffd21eed0035a35210b6ec9cddcd54cc57adcc8d71814d119a3db5eab7"},{"path":"generation_config.json","role":"config","sizeBytes":207,"sha256":"sha256:f52dbb96accf1149183dfe87f1d2364e084d9951a0c7876ecb05610c9449c577","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8735bd8a16a7a8b9961d2bd37c34947ff321f4e3452e6dbd42d19ee1435b5928"},{"path":"model.safetensors","role":"weight","sizeBytes":7108390424,"sha256":"sha256:43dea75bf87d0883f259b5bf6628f51c7910f5c01dd232aa273b6d721db4fa8a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4954a6df3aa19d89d84c3c79f24c0d4eb41cfaf60171744d826d056d1cc1d694"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11421907,"sha256":"sha256:f624f8136bc57382156e7595e8ea404a66fbce12e3181b933ec2459bda3a71be","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:6aab1dce9f8c7cbda4e9b68272de037431330eae422c7e11f860a40b799743ee"},{"path":"tokenizer_config.json","role":"config","sizeBytes":421,"sha256":"sha256:8fe0cfd79c4359136c5e2b8d2ce21de8796c1f3e1ee4be6c3fbfd59fc9a4e99c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5dc553ed6fa8eeaf20eed4968aeb0e3a66b15864f18142094bf16c1a09c87ac5"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:6cf4f78ae5f0ee2a1a9bbd29c944a70664562ca9520be3713963ce4254d1968b","representationDigest":"sha256:063d95e6c8dc92d5347fbc537a9d2dfbc1352a5083e4d81b2c411000f89b78c6","evidenceSnapshotDigest":"sha256:4f8c5206685d583549f55604061c3110980ae41204a077fed47564b6b9529a68","evaluatedAt":"2026-09-22T20:32:06.785Z","authorityVersion":"sha256:4ee4b3b18d470cf1755ec543e453d196584426a33b0e7ec5f2e2da27748f662d","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":"2026-10-29T10:38:52.931Z","evidence_url":"/api/manifests/hf-model-junshim-when2think-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":6,"externalFileCount":8,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":7119826807,"label":"6.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":775,"upstreamStars":1,"label":"775 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-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/8 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-1.5B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":2,"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-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-1.5B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T10:38:52.931Z","evidence_url":"/api/manifests/hf-model-junshim-when2think-1-5b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-junshim-when2think-1-5b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-1-5b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-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-1.5B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/8 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-1.5B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/8 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":2,"totalFiles":8},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-junshim-when2think-1-5b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-1-5b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/distribution"},"supportedClaims":["junshim/When2Think-1.5B has 0 self-reported, unqualified Hugging Bay community reviews.","junshim/When2Think-1.5B has 0 self-reported run claims; none qualify verification during limited availability.","junshim/When2Think-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-1-5b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-1-5b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-junshim-when2think-1-5b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-junshim-when2think-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."}}