{"id":"W2184442935","doi":"","title":"JVN-TDT Entity Linking Systems at TAC-KBP2012","year":2012,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Exploit; Heuristics; Referent; Classifier (UML); Artificial intelligence; Coreference; Natural language processing; Data mining; Information retrieval; Resolution (logic)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007814575,0.00007751084,0.0001173651,0.00004520364,0.0001985039,0.00004708933,0.0003463799,0.00004440015,0.00001122828],"category_scores_gemma":[0.00001308206,0.00006996912,0.00002387709,0.000133106,0.0001000821,0.0004110066,0.0002341051,0.00005737765,0.00002357999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001619246,"about_ca_system_score_gemma":0.00001456527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001666387,"about_ca_topic_score_gemma":0.000001157024,"domain_scores_codex":[0.9993244,0.00007148201,0.0001782855,0.0001495091,0.0001078782,0.0001684249],"domain_scores_gemma":[0.9991375,0.0001605542,0.00009736075,0.0004877059,0.00005178481,0.0000651571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002435731,0.00002016425,0.001264658,0.00004346485,0.00000724601,3.740968e-8,0.0008566122,0.00003264119,0.000523713,0.9883259,0.00001581972,0.00890729],"study_design_scores_gemma":[0.0003798166,0.00003546503,0.002894527,0.00005285449,0.00006580126,0.00005506433,0.001142694,0.004293732,0.01802224,0.8463647,0.1261236,0.0005694921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0565639,0.003078503,0.9351903,0.00005987707,0.000140675,0.0001834888,0.000002753759,0.000079568,0.004700904],"genre_scores_gemma":[0.9959132,0.00004442925,0.002806678,0.00002367812,0.0001720951,0.00008520609,0.000003657431,0.000004723422,0.0009462959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9393494,"threshold_uncertainty_score":0.2853258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446978764870565,"score_gpt":0.2451686036937437,"score_spread":0.230698816045038,"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."}}