{"id":"W4416159334","doi":"10.48550/arxiv.2511.07417","title":"Language Generation with Infinite Contamination","year":2025,"lang":"","type":"preprint","venue":"ArXiv.org","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Robustness (evolution); Countable set; Generator (circuit theory); Limit (mathematics); Oracle; Fraction (chemistry); Minimax; Third generation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007116494,0.0005438088,0.0005004152,0.0003347263,0.0004231505,0.0004561755,0.001092896,0.000340856,0.0001237175],"category_scores_gemma":[0.0001677548,0.0004970274,0.0001443623,0.0006476243,0.00009905105,0.0003862755,0.0009535271,0.001321871,0.0002602659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311142,"about_ca_system_score_gemma":0.000460914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000651398,"about_ca_topic_score_gemma":0.000120516,"domain_scores_codex":[0.9966712,0.0004303965,0.000580415,0.001306955,0.0005382366,0.0004727988],"domain_scores_gemma":[0.9974936,0.0001596169,0.0005212027,0.001313118,0.0003690802,0.0001433462],"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":[0.00004957859,0.0003975921,0.4521168,0.0005343425,0.0003840911,0.0002637908,0.02194376,0.03197907,0.002238884,0.005305334,0.0005957358,0.484191],"study_design_scores_gemma":[0.001139148,0.0003503013,0.2200326,0.000647473,0.0001174517,0.00003404424,0.0001864285,0.7663469,0.003666883,0.00004865446,0.006478037,0.0009520555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5911718,0.0003733413,0.3986382,0.001260511,0.001687098,0.0004147309,0.00001465422,0.0002146925,0.006224921],"genre_scores_gemma":[0.9665343,0.0001188128,0.01037263,0.000786789,0.001049481,0.00007537144,0.0002094431,0.00002353487,0.0208296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7343679,"threshold_uncertainty_score":0.9997481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631623567508679,"score_gpt":0.2794779266072273,"score_spread":0.2531616909321405,"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."}}