{"id":"W4414939293","doi":"10.48550/arxiv.2505.09338","title":"Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; University of Pennsylvania; Microsoft Research","keywords":"Entrainment (biomusicology); Distraction; Perspective (graphical); Context (archaeology); Set (abstract data type)","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":[0.0002254853,0.0003567747,0.0003593526,0.0003736035,0.0001967967,0.0003423096,0.0001966936,0.0002454677,0.0003843103],"category_scores_gemma":[0.0001994785,0.0003633826,0.0001342787,0.0002613449,0.00007050103,0.0002443657,0.0004172604,0.0006527508,0.0002395156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005218233,"about_ca_system_score_gemma":0.00007475297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001356114,"about_ca_topic_score_gemma":0.000836239,"domain_scores_codex":[0.9982797,0.00002820849,0.0003563113,0.0007228242,0.0002784629,0.000334489],"domain_scores_gemma":[0.9991376,0.00008306107,0.0002642167,0.0003382501,0.0001491354,0.00002774789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003157923,0.001221581,0.05750712,0.0007294907,0.0003311992,0.00009158081,0.0005135433,0.0003380421,0.0005757657,0.9264328,0.005164696,0.006778379],"study_design_scores_gemma":[0.003656932,0.00009431464,0.7496603,0.002085178,0.000572034,0.000009697369,0.01754629,0.008008459,0.0001407964,0.02559262,0.1908666,0.001766689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7540729,0.0002498356,0.00101157,0.004400639,0.002151459,0.001012061,0.00006738962,0.0002224259,0.2368117],"genre_scores_gemma":[0.9965923,0.000133849,0.00001539314,0.001035324,0.0005635002,0.0001301519,0.00008715966,0.00002223787,0.001420047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9008402,"threshold_uncertainty_score":0.9998818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288819868834852,"score_gpt":0.2766045203722433,"score_spread":0.2477225334887581,"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."}}