{"id":"W4401023943","doi":"10.24963/ijcai.2024/327","title":"Soft Reasoning Paths for Knowledge Graph Completion","year":2024,"lang":"en","type":"article","venue":"","topic":"School Choice and Performance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Converse; Disjoint sets; Computer science; Range (aeronautics); Statistics; Mathematics; Algorithm; Discrete mathematics; Geometry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000492167,0.00004366835,0.00005342803,0.00004666668,0.0003510026,0.0001280941,0.00008755043,0.00004358347,0.0003586723],"category_scores_gemma":[0.0001001786,0.00003725101,0.0000559322,0.0002346092,0.00004406731,0.0002213776,0.000009136339,0.00005687608,0.0002749421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002921876,"about_ca_system_score_gemma":0.00009113652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003785903,"about_ca_topic_score_gemma":0.002951422,"domain_scores_codex":[0.9995147,0.00002361511,0.0000714437,0.0001204994,0.00009763461,0.0001721088],"domain_scores_gemma":[0.9996377,0.0001975136,0.000008935168,0.00005458775,0.00005088184,0.00005032957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001366772,0.00003330307,0.006631312,0.0001181879,0.00002392608,0.000001459275,0.02203519,0.000006994585,0.0002227052,0.6064656,0.2530667,0.1113809],"study_design_scores_gemma":[0.00006085955,0.00001988291,0.001250993,0.00005222589,0.000007625936,3.003146e-7,0.00153278,0.002055982,0.00005431032,0.004633123,0.9902515,0.00008037765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1412301,0.005393757,0.04155757,0.005284806,0.003943584,0.0006374933,0.00002011076,0.001131569,0.800801],"genre_scores_gemma":[0.9799786,0.0001557416,0.001083494,0.0001721282,0.001478806,0.00004015398,0.000009367228,0.000008303686,0.01707346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8387485,"threshold_uncertainty_score":0.392721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04717008524502379,"score_gpt":0.3558110725907414,"score_spread":0.3086409873457175,"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."}}