{"id":"W6966528184","doi":"10.48448/sqw2-an96","title":"Non-Autoregressive Translation with Layer-Wise Prediction and Deep Supervision","year":2022,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Machine translation; Translation (biology); Transformer; Inference; BLEU; Key (lock); Artificial neural network","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001114489,0.001478871,0.000751984,0.0004885312,0.0003545197,0.001019372,0.001603423,0.0008948561,0.006251006],"category_scores_gemma":[0.003092322,0.0005263426,0.0007887475,0.0009388269,0.0005571268,0.002312057,0.0009582586,0.001948971,0.005309855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006279432,"about_ca_system_score_gemma":0.001607919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01157232,"about_ca_topic_score_gemma":0.02107186,"domain_scores_codex":[0.9994023,0.0001866994,0.00003472293,0.0002063619,0.0001050361,0.00006486163],"domain_scores_gemma":[0.9991352,0.0002977486,0.00007122432,0.0002951747,0.0001627506,0.0000379477],"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":[0.0004826104,0.0002296078,0.001710616,0.000282251,0.0002288973,0.000257582,0.0001104854,0.2794653,0.02053996,0.01353234,0.02481894,0.6583415],"study_design_scores_gemma":[0.0000256628,0.0000417286,0.0002182624,0.00001284039,0.00003225868,0.00005614468,0.00001165961,0.9815556,0.007970376,0.007228958,0.002833823,0.00001272022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03289241,0.001254066,0.93973,0.0009740341,0.0002380549,0.00005490828,0.0009128692,0.01628933,0.007654291],"genre_scores_gemma":[0.5954121,0.0009766804,0.3772858,0.0007003564,0.0001753087,0.0001187606,0.004158354,0.001161608,0.02001101],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01157232,"threshold_uncertainty_score":0.02300996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921103608605496,"score_gpt":0.2674563028845398,"score_spread":0.2482452667984848,"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."}}