{"id":"W4389966905","doi":"10.1017/9781108974004.017","title":"Great Expectations and EPIC Fails: A Computational Perspective on Irony and Sarcasm","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Irony; Sarcasm; Utterance; Perspective (graphical); Computer science; Meaning (existential); EPIC; Linguistics; Psychology; Artificial intelligence; Epistemology; Literature; Philosophy; Art","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":[0.001764728,0.0005661376,0.0004160721,0.001093582,0.001879268,0.004484626,0.001478482,0.001823753,0.006325438],"category_scores_gemma":[0.005856631,0.0005288102,0.0007884435,0.0007339246,0.007878138,0.007442869,0.001762329,0.002585481,0.0007574214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002077878,"about_ca_system_score_gemma":0.0008629856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002841593,"about_ca_topic_score_gemma":0.003279201,"domain_scores_codex":[0.9986859,0.0008276297,0.00003645914,0.0001539749,0.0002101485,0.00008596836],"domain_scores_gemma":[0.9970021,0.002468943,0.0001267631,0.0001882686,0.0001276027,0.00008628496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001048892,0.00001061279,0.0003404093,0.00002702483,0.000006208405,0.00009004126,0.002664717,0.002629777,0.0001235917,0.9874173,0.001574635,0.005105169],"study_design_scores_gemma":[0.000007242401,0.00001388325,0.0004149902,0.00005662024,0.000009254201,0.0001616861,0.001526307,0.02601115,0.0002251909,0.9557315,0.01582804,0.0000141355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1191003,0.003414787,0.3511061,0.01792499,0.0003416582,0.0000722912,0.000253277,0.0006452014,0.5071414],"genre_scores_gemma":[0.9168532,0.0008002484,0.05496894,0.0008575151,0.0001273393,0.00009366864,0.0002342528,0.0002209071,0.02584387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006325438,"threshold_uncertainty_score":0.02116066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03502377939152027,"score_gpt":0.2242855570168109,"score_spread":0.1892617776252907,"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."}}