{"id":"W4401043414","doi":"10.18653/v1/2024.naacl-short.11","title":"Unified Examination of Entity Linking in Absence of Candidate Sets","year":2024,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.004574595,0.00003507806,0.0001046909,0.0002968259,0.00001164189,0.00005935344,0.0002978579,0.00002088465,0.0003214983],"category_scores_gemma":[0.0004000858,0.0000259778,0.0000236699,0.000728669,0.00006032864,0.0003341583,0.000145851,0.0000389304,0.00004514246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001289851,"about_ca_system_score_gemma":0.00002386798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006414138,"about_ca_topic_score_gemma":0.001616015,"domain_scores_codex":[0.9986819,0.0001153969,0.0004025479,0.0001749745,0.0005599695,0.00006522225],"domain_scores_gemma":[0.9992895,0.0003163735,0.00006958074,0.0002484537,0.00006178251,0.00001432577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000008922512,0.0001055514,0.003802201,0.0002385047,0.00001786084,0.00001633807,0.004985515,0.0001812796,0.002620258,0.4754475,0.003213837,0.5093622],"study_design_scores_gemma":[0.0005583619,0.0001262976,0.642948,0.0005788655,0.00001999902,0.000001493266,0.01010361,0.04528125,0.02313351,0.2274109,0.04952788,0.0003098354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406425,0.0000748938,0.01842037,0.0003027134,0.0003583486,0.0001189817,0.00003473051,0.00001905554,0.04002837],"genre_scores_gemma":[0.9972796,0.00002602546,0.000510988,0.00003084144,0.000004253368,0.000001154357,0.000008900009,0.000001323604,0.002136932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6391457,"threshold_uncertainty_score":0.3520181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363731910157099,"score_gpt":0.414487347969917,"score_spread":0.2781141569542072,"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."}}