{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02832652,0.001037646,0.002424366,0.02019256,0.003568547,0.01215161,0.003860869,0.003635653,0.009618928],"category_scores_gemma":[0.199667,0.001222594,0.001601781,0.01662803,0.003395202,0.01917418,0.01044547,0.004062759,0.002178518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436905,"about_ca_system_score_gemma":0.002716004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004788611,"about_ca_topic_score_gemma":0.006391839,"domain_scores_codex":[0.9736796,0.01401691,0.001984688,0.003635239,0.005547355,0.00113611],"domain_scores_gemma":[0.7611201,0.1965151,0.007952812,0.01935519,0.0124541,0.002602739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004970463,0.0006582542,0.1649963,0.002229982,0.001834288,0.007742385,0.004267139,0.04857716,0.007467585,0.3525779,0.040929,0.3637495],"study_design_scores_gemma":[0.0001478594,0.0003177995,0.02895033,0.000549682,0.0009791374,0.004772842,0.003268801,0.532811,0.01032877,0.3814469,0.03619526,0.000231641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3855466,0.01470388,0.5247452,0.009280915,0.0007420353,0.0004353749,0.01020068,0.004284859,0.0500604],"genre_scores_gemma":[0.8950648,0.001556624,0.09143364,0.0003096934,0.0003059476,0.000156579,0.007127025,0.0005322523,0.003513494],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02832652,"threshold_uncertainty_score":0.1498068,"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."}}