{"id":"W4389518728","doi":"10.18653/v1/2023.emnlp-main.357","title":"RainProof: An Umbrella to Shield Text Generator from Out-Of-Distribution Data","year":2023,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shield; Computer science; Generator (circuit theory); Geology; Physics","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":[0.0003333477,0.00008216866,0.0001124495,0.00004167777,0.00005101403,0.0000948309,0.001686753,0.00005121589,0.00004952817],"category_scores_gemma":[0.00007951854,0.00007574244,0.00001867095,0.0003384902,0.000009465927,0.0003704508,0.001054887,0.00006113932,0.0003099829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001684817,"about_ca_system_score_gemma":0.00005793874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003351629,"about_ca_topic_score_gemma":0.0001875828,"domain_scores_codex":[0.9988059,0.00003849892,0.0002039434,0.000528586,0.0002246541,0.0001983538],"domain_scores_gemma":[0.9979913,0.00005458625,0.00003378457,0.001761456,0.00004157627,0.0001173278],"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":[0.00001313376,0.0001318931,0.001490953,0.00002454288,0.0000502827,0.00003426469,0.003477934,0.00404348,0.02929116,0.08700959,0.1440029,0.7304299],"study_design_scores_gemma":[0.0001353157,0.00003916931,0.0009390396,0.00001063609,0.000003562249,3.935409e-7,0.000056549,0.9715524,0.006476641,0.002084264,0.01854269,0.0001593969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1157117,0.00001746526,0.881066,0.001629435,0.0006252213,0.00009880606,0.0001107112,0.0002678807,0.0004727874],"genre_scores_gemma":[0.8740867,0.000005007038,0.123662,0.0006810418,0.0003165339,0.000006394648,0.0004576115,0.000008709536,0.0007759148],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9675089,"threshold_uncertainty_score":0.3984306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300335500915746,"score_gpt":0.3267851180605534,"score_spread":0.1967515679689788,"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."}}