{"id":"W4281660701","doi":"10.1145/3470496.3527438","title":"Mokey","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Centroid; Transformer; Quantization (signal processing); Floating point; Efficient energy use; Fixed point; Computer engineering; Computer hardware; Algorithm; Artificial intelligence; Voltage; Electrical engineering; Mathematics; Engineering","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":[0.0002255452,0.0001232493,0.0001364045,0.0001204372,0.0001036427,0.0001868316,0.00195727,0.00007638186,0.0002862829],"category_scores_gemma":[0.00001425208,0.0001229669,0.00008059476,0.0001459225,0.000009574504,0.00005663619,0.006081935,0.0004106114,0.00002272961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004966589,"about_ca_system_score_gemma":0.0001070306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000453277,"about_ca_topic_score_gemma":4.730086e-7,"domain_scores_codex":[0.9989787,0.00007006256,0.0001623745,0.0004293034,0.0002210709,0.0001385263],"domain_scores_gemma":[0.9988692,0.00002861318,0.00008927991,0.0009313414,0.00003961953,0.0000418864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001371842,0.00009612583,0.000235788,0.0000429244,0.0000354074,0.00002583878,0.0004864755,0.3659288,0.000005149781,0.4314535,0.178134,0.02355461],"study_design_scores_gemma":[0.0000481591,0.00002301193,0.0001099863,0.000009692393,0.000002145391,0.000003747427,0.000003538446,0.8976364,0.0001913184,0.05063077,0.05104359,0.000297692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00007169288,0.000106663,0.8668683,0.0007190964,0.0005523462,0.0001026678,0.000001155437,0.002034586,0.1295435],"genre_scores_gemma":[0.03263791,0.00006378155,0.9581442,0.0009037521,0.00005259318,0.00005914976,0.00001581796,0.00001028374,0.008112472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5317076,"threshold_uncertainty_score":0.7580697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724439246476692,"score_gpt":0.2856856585429932,"score_spread":0.2584412660782263,"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."}}