{"id":"W4225552142","doi":"10.1145/3527546.3527570","title":"Report on the 15th round of NII testbeds and community for information access research (NTCIR-15)","year":2021,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Task (project management); Scope (computer science); Question answering; Information retrieval; World Wide Web; Artificial intelligence; Programming language","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":[0.002337334,0.00006801982,0.0001073577,0.00006154396,0.0005012489,0.0003108911,0.001359639,0.00005037853,0.00000376836],"category_scores_gemma":[0.003131208,0.00005123673,0.00003291809,0.0003213059,0.0000615243,0.0009932548,0.001651945,0.0003463216,0.000002920162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000031935,"about_ca_system_score_gemma":0.0001384589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963299,"about_ca_topic_score_gemma":0.00007524365,"domain_scores_codex":[0.9988042,0.0001967417,0.0002782625,0.0001298825,0.0003469062,0.0002440236],"domain_scores_gemma":[0.9961954,0.001623268,0.000108968,0.001621975,0.0004105863,0.00003983515],"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":[0.00005951286,0.0003707342,0.05146365,0.0003718898,0.00009540903,0.00003164348,0.00942474,0.0006092347,0.001289849,0.6386956,0.02724664,0.2703411],"study_design_scores_gemma":[0.001876004,0.001115788,0.06403775,0.0003678991,0.00002576634,0.0003329787,0.005605632,0.14551,0.06203203,0.5921384,0.1262455,0.0007122578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7925022,0.00005631029,0.1866045,0.01514803,0.0002208054,0.0004014359,0.000006999977,0.00004956109,0.005010168],"genre_scores_gemma":[0.9913364,0.000009188066,0.007788449,0.0005904416,0.00002218909,0.00003256746,0.0000103266,0.000003961654,0.0002064964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2696289,"threshold_uncertainty_score":0.3855252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691181348945088,"score_gpt":0.396189058206301,"score_spread":0.2270709233117922,"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."}}