{"id":"W7127860883","doi":"","title":"Robustness of neural models for automatic speech processing","year":2025,"lang":"en","type":"article","venue":"theses.fr (ABES)","topic":"Speech Recognition and Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robustness (evolution); Speech processing; Error analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003556784,0.0015106,0.0009662773,0.0008202291,0.0006421194,0.002037233,0.001459025,0.001565226,0.00349032],"category_scores_gemma":[0.01465145,0.0007466943,0.001156978,0.000489047,0.0009382165,0.001920667,0.001681451,0.002384078,0.001298384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00165996,"about_ca_system_score_gemma":0.001370085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01432232,"about_ca_topic_score_gemma":0.009892724,"domain_scores_codex":[0.9984218,0.0005371476,0.0001044327,0.0004455595,0.0003161119,0.0001750344],"domain_scores_gemma":[0.9948047,0.003749349,0.0002460066,0.000554411,0.0005425784,0.00010303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000333607,0.00004582088,0.001857057,0.0001124156,0.0001657372,0.00006005267,0.00008800189,0.927256,0.005223526,0.002770719,0.0007287981,0.06135818],"study_design_scores_gemma":[0.000004768039,0.00003718994,0.0006424827,0.0000126928,0.00001298452,0.00001512925,0.00001363825,0.9953313,0.001460344,0.002147693,0.0003106377,0.00001106836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2891703,0.004990035,0.6865351,0.00196698,0.0005148728,0.0001466767,0.0007737593,0.003690945,0.01221132],"genre_scores_gemma":[0.9710641,0.0007938483,0.02257293,0.0001557134,0.0001065963,0.00009789396,0.0006614737,0.0002137809,0.004333727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01432232,"threshold_uncertainty_score":0.02847791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123261635679393,"score_gpt":0.2872287094734819,"score_spread":0.245996093116688,"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."}}