{"id":"W2976444311","doi":"10.1109/isit.2019.8849430","title":"Fast Construction of Almost Optimal Symbol Distributions for Asymmetric Numeral Systems","year":2019,"lang":"en","type":"article","venue":"","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Symbol (formal); Numeral system; Focus (optics); Task (project management); Computer science; Arithmetic; Algorithm; Encoder; Theoretical computer science; Mathematics; Engineering; 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":[0.0001207706,0.00008507423,0.0001618672,0.00009471994,0.00007759577,0.00008484559,0.0003891184,0.00004924983,0.00001731291],"category_scores_gemma":[0.00001799605,0.00006807004,0.00005890424,0.0003900064,0.00002611022,0.0004722588,0.0001651791,0.00004962869,0.00003471753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002601187,"about_ca_system_score_gemma":0.00004345518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008290292,"about_ca_topic_score_gemma":3.081981e-7,"domain_scores_codex":[0.9991695,0.00001955137,0.0002237841,0.0002430898,0.0001719915,0.0001720961],"domain_scores_gemma":[0.9992073,0.00008764707,0.0001049889,0.0003947018,0.0001493887,0.00005596602],"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":[0.00001625507,0.0001256991,0.002744386,0.00009663012,0.00003978719,9.007392e-7,0.00006099391,0.001499218,0.001174347,0.9392146,0.006298985,0.04872823],"study_design_scores_gemma":[0.0007658325,0.0002305569,0.001709609,0.00004899782,0.00001030403,0.00005049526,0.0001866289,0.9833247,0.003410133,0.0003666689,0.009684673,0.0002113722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01312011,0.00006533823,0.9836614,0.00007867329,0.001351548,0.0003510076,0.000160262,0.00006780316,0.001143848],"genre_scores_gemma":[0.8110647,0.000005412539,0.1882264,0.00001190145,0.00009735705,0.00002529451,0.00009678582,0.000005458533,0.0004667312],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9818255,"threshold_uncertainty_score":0.2775816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008390866380249815,"score_gpt":0.2325897809576863,"score_spread":0.2241989145774365,"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."}}