{"id":"W4408552392","doi":"10.1515/flin-2024-0037","title":"Can syntax swallow semantics? Or might it not be the other way around?","year":2025,"lang":"en","type":"article","venue":"Folia Linguistica","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Syntax; Semantics (computer science); Linguistics; Computer science; Programming language; Natural language processing; Philosophy","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":[0.005619352,0.0007763148,0.00102571,0.001414712,0.003162027,0.009843562,0.001377705,0.004031396,0.006711472],"category_scores_gemma":[0.007272686,0.0004269537,0.0006868139,0.001368742,0.04607878,0.02816833,0.004032231,0.006010389,0.002003996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747985,"about_ca_system_score_gemma":0.002267608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003573221,"about_ca_topic_score_gemma":0.001946866,"domain_scores_codex":[0.9975421,0.001425361,0.00007960071,0.0004168727,0.0003596345,0.000176498],"domain_scores_gemma":[0.9966519,0.001701803,0.0002441712,0.0006558303,0.0005566686,0.000189692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001923864,0.000006817656,0.0001231794,0.00003905201,0.000009022535,0.00004543005,0.001681844,0.00008772544,0.0001113375,0.987552,0.005936878,0.00438737],"study_design_scores_gemma":[0.000009193049,0.000008178573,0.000108853,0.00009272865,0.00000589687,0.00004183041,0.000953922,0.0001974835,0.0001039211,0.9620138,0.03645559,0.000008686854],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04942552,0.07067267,0.09259157,0.5866934,0.007003692,0.00004430921,0.0004568603,0.0006985981,0.1924134],"genre_scores_gemma":[0.9297844,0.01159557,0.009926314,0.02465185,0.003692245,0.0001063825,0.0001620266,0.0005057855,0.01957538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009843562,"threshold_uncertainty_score":0.02971828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791127347614116,"score_gpt":0.2713602194834321,"score_spread":0.2334489460072909,"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."}}