{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004928624,0.001192344,0.0006108097,0.0006341095,0.0003615056,0.00180238,0.002304088,0.0007250728,0.05599619],"category_scores_gemma":[0.002300156,0.0005531352,0.0008025882,0.0008770252,0.0004831955,0.003334593,0.002025855,0.001351481,0.02014967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008377547,"about_ca_system_score_gemma":0.001279736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00256988,"about_ca_topic_score_gemma":0.004584869,"domain_scores_codex":[0.9996098,0.00004348096,0.00002615273,0.0001030793,0.0001544265,0.0000632222],"domain_scores_gemma":[0.9995266,0.00007910645,0.00003354543,0.0001880084,0.0001361204,0.00003656825],"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":[0.001748186,0.0001965743,0.002692168,0.001103237,0.0001967116,0.0002339384,0.0001798722,0.07780693,0.03785392,0.1252734,0.2839639,0.4687512],"study_design_scores_gemma":[0.0002352671,0.0004392857,0.001156069,0.0001429428,0.0000963675,0.0004659328,0.00009916243,0.5257345,0.05469957,0.06470104,0.3521252,0.0001047348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03503314,0.002152255,0.7630551,0.00136183,0.001308794,0.0002999946,0.007846745,0.1028178,0.08612428],"genre_scores_gemma":[0.3976283,0.002084785,0.4340883,0.001922238,0.0003233792,0.0006145905,0.02600998,0.0154514,0.121877],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9440038,"threshold_uncertainty_score":0,"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."}}