{"id":"W3015673932","doi":"10.36227/techrxiv.12088980.v1","title":"A Review of Automatic Music Generation Based on Performance RNN","year":2020,"lang":"en","type":"review","venue":"","topic":"Music and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Recurrent neural network; MIDI; Computer science; Artificial intelligence; Deep learning; State (computer science); Process (computing); Speech recognition; Artificial neural network; Machine learning; Algorithm; Programming language; Operating system","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":[0.0003206628,0.0002529124,0.001127066,0.00009342725,0.00005514649,0.00005680145,0.0007363798,0.00007443967,0.0001600995],"category_scores_gemma":[0.00005754013,0.000171451,0.0002484312,0.0007105675,0.00001682529,0.0001709527,0.00009687802,0.0001656195,0.0001345342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004320323,"about_ca_system_score_gemma":0.0005939392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.345037e-7,"about_ca_topic_score_gemma":1.426412e-7,"domain_scores_codex":[0.9984471,0.0001071808,0.0006202788,0.000389059,0.0002968074,0.0001395848],"domain_scores_gemma":[0.9987644,0.00006028016,0.000503136,0.0005577729,0.00005659642,0.00005784727],"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":[2.629476e-8,0.000008365641,1.32927e-8,0.2306433,0.000004606616,0.000001002753,0.000005833271,0.000001337963,8.793219e-8,0.0001542325,0.00726838,0.7619128],"study_design_scores_gemma":[0.00002312754,0.00003275729,5.6713e-8,0.1830436,0.00005571573,0.000003782799,5.630283e-8,0.1860452,0.000002644153,0.000001475338,0.6306699,0.0001216372],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.711095e-8,0.8933985,0.1026074,0.0002344494,0.0001694186,0.0003725337,0.000001022719,0.00009961631,0.003117064],"genre_scores_gemma":[0.000001323619,0.9693606,0.02310366,0.007254286,0.0001333494,0.00004644381,0.000016321,0.00001274388,0.00007124786],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7617912,"threshold_uncertainty_score":0.699157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050314975466262,"score_gpt":0.3152689277326465,"score_spread":0.2102374301860203,"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."}}