{"id":"W2951668131","doi":"10.48550/arxiv.1106.3595","title":"Information Equals Amortized Communication","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Communication complexity; Computer science; Theoretical computer science; Generalization; Function (biology); Discrete mathematics; Pointer (user interface); Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000362911,0.0002313301,0.0002603709,0.0003250245,0.0002284722,0.000192857,0.003108987,0.0002330979,0.00005487814],"category_scores_gemma":[0.00003549255,0.0002784587,0.0001951887,0.0005173207,0.0001351755,0.001441195,0.003466146,0.000554609,0.0002385921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018151,"about_ca_system_score_gemma":0.0001247168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003470913,"about_ca_topic_score_gemma":0.00003079911,"domain_scores_codex":[0.9988313,0.0001842762,0.0002763364,0.000364176,0.00009388114,0.0002500442],"domain_scores_gemma":[0.997081,0.00008868367,0.0004034176,0.002100281,0.0002133347,0.0001132231],"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":[0.00001510904,0.00006516769,0.0002967638,0.00004971561,0.00005999115,0.0000108714,0.001304787,0.007287016,0.000002959535,0.9854928,0.0005756171,0.004839238],"study_design_scores_gemma":[0.0004861743,0.00003398524,0.00156199,0.00009462806,0.00003911828,0.000003418377,0.0001112652,0.3554299,0.0001103481,0.6387686,0.00287129,0.0004892003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0453584,0.00007244528,0.9372811,0.00007255768,0.0004793305,0.0002938576,0.00001374715,0.0004428499,0.01598566],"genre_scores_gemma":[0.9874294,0.000362409,0.01169212,0.0001565049,0.00002159618,0.000001697378,0.00005724311,0.000006556892,0.0002724162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9420711,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162971118900463,"score_gpt":0.194226438612842,"score_spread":0.07792932672279564,"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."}}