{"id":"W4405030637","doi":"10.48550/arxiv.2411.19410","title":"WDD: Weighted Delta Debugging","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Debugging; Delta; Computer science; Programming language; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004182151,0.001810223,0.0009315246,0.00260331,0.0007355988,0.00135197,0.004863767,0.001114822,0.002873716],"category_scores_gemma":[0.01732771,0.0008335729,0.0007472268,0.001515418,0.001268233,0.00366225,0.003398106,0.001913295,0.0007134648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198123,"about_ca_system_score_gemma":0.002552238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003056616,"about_ca_topic_score_gemma":0.005342529,"domain_scores_codex":[0.9954028,0.001607498,0.0004939584,0.0008399415,0.001375797,0.0002800371],"domain_scores_gemma":[0.9903363,0.004257858,0.0009776616,0.002473067,0.001659616,0.0002955146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009350626,0.0003346309,0.01770867,0.0007890427,0.0001516835,0.0003318381,0.0006028021,0.09118689,0.02110759,0.02672267,0.01753754,0.8225917],"study_design_scores_gemma":[0.0002769321,0.0005218513,0.001963567,0.0001294885,0.0001209181,0.000593144,0.000222455,0.8757938,0.04848209,0.04919041,0.02260846,0.0000968953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02389376,0.0005144957,0.9629686,0.0003769054,0.00008790399,0.0002060002,0.0003917255,0.009751097,0.001809675],"genre_scores_gemma":[0.2801495,0.0002833551,0.7126975,0.0005266753,0.00004489994,0.0004522266,0.001325894,0.001326277,0.003193621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004863767,"threshold_uncertainty_score":0.02211756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05470138242814359,"score_gpt":0.2000876093331195,"score_spread":0.1453862269049759,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}