{"id":"W6992927739","doi":"","title":"Neural Graph Reasoning:A Survey on Complex Logical Query Answering","year":2024,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Graph; Question answering; Logical consequence; Task (project management); Graph database; Taxonomy (biology); Modalities; Field (mathematics)","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":[0.001871034,0.0002217629,0.0002257196,0.0004961992,0.0003110372,0.0005765045,0.001265938,0.0001064606,0.0001046303],"category_scores_gemma":[0.0003679068,0.0001820284,0.0001380649,0.002474307,0.0002955855,0.0005450197,0.0006117886,0.001306347,0.0001471304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003548305,"about_ca_system_score_gemma":0.00008523618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728394,"about_ca_topic_score_gemma":0.0001824208,"domain_scores_codex":[0.9959157,0.0005564893,0.0002941978,0.000944556,0.001231066,0.001057991],"domain_scores_gemma":[0.9974819,0.001213568,0.00003086294,0.0007743048,0.0001590337,0.0003403258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002123031,0.0003942592,0.03046593,0.0001147497,0.0001426604,0.01590922,0.0004866181,0.008824698,0.00456444,0.6159756,0.2104134,0.112496],"study_design_scores_gemma":[0.0003722894,0.001184192,0.5139367,0.0002524416,0.000003594219,0.0002132514,0.00004084209,0.4521511,0.0005214079,0.01795067,0.0125766,0.0007969117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.847622,0.002207849,0.1125501,0.003755548,0.003262637,0.001310462,0.00009556791,0.002961343,0.02623454],"genre_scores_gemma":[0.9964219,0.00006432037,0.002595182,0.0001604553,0.0002167543,0.00002449261,0.00003813852,0.00002867818,0.0004500995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598025,"threshold_uncertainty_score":0.7422904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728915347089046,"score_gpt":0.4101658767904079,"score_spread":0.2372743420815034,"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."}}