{"schema_version":"papers/paper-detail-v1","title":"Not All NVFP4 QAT Recipes Are Equal: How Architecture and Scale Shape Model Quality for Anomaly Segmentation","surface":"papers","opportunity_kernel":{"paper_id":"a31837ad-a669-4b21-bd9e-26e509830d8c","title":"Not All NVFP4 QAT Recipes Are Equal: How Architecture and Scale Shape Model Quality for Anomaly Segmentation","authors":["Zijian Du","Oleg Rybakov"],"arxiv_id":"2605.27616v1","doi":null,"published_at":"2026-05-26T19:29:37.000Z","score_object":{"overall":{"value":4,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-27T20:13:31.192Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical technical score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-11T20:13:31.192Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.technical"]},"commercial":{"value":4,"scale":"0-10","confidence":0.7,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-27T20:13:31.192Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical market score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-11T20:13:31.192Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.market"]},"team":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical team score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-11T20:13:31.192Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.team"]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical methodology score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:31.192Z","fresh_until":"2026-06-27T20:13:31.192Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"unknown","references_count":0,"source_count":0,"coverage":0,"missingness":["paper_evidence_receipts.references_count","paper_evidence_receipts.coverage"],"unresolved_unknowns":["Canonical evidence receipt has not been materialized yet."],"last_verification_at":"2026-05-28T20:13:31.192Z"},"lineage_hash":"0d0cfc7bec71cc7017b6a48b7d766e0b2f6f4106e293f0c6545bff71c310624f"},"distribution":null,"replication_evidence":[],"author_dna":[]}