{"id":"W3214485347","doi":"","title":"Dynamic Inference with Neural Interpreters","year":2021,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Inference; Artificial neural network; Interpreter; Artificial intelligence; Leverage (statistics); Unary operation; Transformer; Generalization; Reuse; Machine learning; Programming language; Mathematics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00007855198,0.0001501709,0.0001498091,0.00007263934,0.0002202607,0.001360376,0.0004573439,0.00004615919,0.000002884907],"category_scores_gemma":[0.00001797976,0.0001171812,0.00003253707,0.0006451674,0.00003675127,0.004318029,0.0001157125,0.0001735769,0.00003175656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000399614,"about_ca_system_score_gemma":0.00009864986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001127695,"about_ca_topic_score_gemma":0.000005102179,"domain_scores_codex":[0.9988549,0.00003809883,0.000381347,0.0002000451,0.0002821675,0.0002434539],"domain_scores_gemma":[0.9989666,0.00004279368,0.0002422832,0.0003571098,0.0003039982,0.00008725678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003294992,0.00008237405,0.001558617,0.000887883,0.0000384398,0.0000468521,0.005167237,0.2162247,0.002247364,0.02760994,0.00180802,0.7442957],"study_design_scores_gemma":[0.0001610671,0.00003693284,0.0003763118,0.0001070424,0.00000376512,0.0001958435,0.000155617,0.9951972,0.0001647981,0.00005495335,0.003378196,0.0001682162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07636534,0.000295801,0.917605,0.002029182,0.0005674866,0.0003004887,0.000005185055,0.0005332574,0.002298212],"genre_scores_gemma":[0.9961698,0.000005226615,0.002737203,0.0008215724,0.00002402929,0.00006128735,0.0000245777,0.00000604462,0.0001502368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9198045,"threshold_uncertainty_score":0.9996763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023542834611055,"score_gpt":0.2497441453672133,"score_spread":0.2395087170211028,"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."}}