{"schema_version":"papers/paper-detail-v1","title":"Cooking Up Risks: Benchmarking and Reducing Food Safety Risks in Large Language Models","surface":"papers","opportunity_kernel":{"paper_id":"a91965b1-a7c1-41cd-88c0-bf3fdbc0469a","title":"Cooking Up Risks: Benchmarking and Reducing Food Safety Risks in Large Language Models","authors":["Weidi Luo","Xiaofei Wen","Tenghao Huang","Hongyi Wang","Zhen Xiang","Chaowei Xiao","Kristina Gligorić","Muhao Chen"],"arxiv_id":"2604.01444v1","doi":null,"published_at":"2026-04-01T22:38:38.000Z","score_object":{"overall":{"value":7,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-05-03T20:17:49.351Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":6.95,"scale":"0-10","confidence":0.38,"confidence_reason":"Estimated from paper text, repo availability, and author coverage because no persisted technical score source was available.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-04-17T20:17:49.351Z","is_stale":true,"source_count":4,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score","paper_extraction_scorecards.reconstruction_score"]},"commercial":{"value":4,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-05-03T20:17:49.351Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":4.9,"scale":"0-10","confidence":0.34,"confidence_reason":"Estimated from commercial flags, repo presence, author coverage, and market-language heuristics because no persisted distribution_readiness_scores row was available.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-04-17T20:17:49.351Z","is_stale":true,"source_count":5,"missingness":["distribution_readiness_scores.score"]},"team":{"value":6,"scale":"0-10","confidence":0.31,"confidence_reason":"Estimated from author count, repo presence, and summary coverage because no persisted team-quality evidence was available.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-04-17T20:17:49.351Z","is_stale":true,"source_count":3,"missingness":["engineer_profiles.builder_score","author_startups"]},"methodology":{"value":5.35,"scale":"0-10","confidence":0.37,"confidence_reason":"Estimated from paper text, methodology-language heuristics, and repo availability because no persisted methodology score source was available.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-03T20:17:49.351Z","fresh_until":"2026-05-03T20:17:49.351Z","is_stale":true,"source_count":4,"missingness":["paper_extraction_scorecards.total_score","paper_extraction_scorecards.standard_extraction_score"]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":0,"coverage":0.1667,"missingness":["repo_url","references","proof_status","distribution_readiness_scores","paper_extraction_scorecards"],"unresolved_unknowns":["distribution readiness has not been computed yet","proof verification has not been recorded yet"],"last_verification_at":"2026-04-03T20:17:49.351Z"},"lineage_hash":"daab6fd0c769058ca431449fd9b3abe5b15b7f7006a7472b73228aadedae6d50"},"distribution":null,"replication_evidence":[],"author_dna":[]}