{"id":"W4404569470","doi":"10.48550/arxiv.2411.10173","title":"Semantics and Spatiality of Emergent Communication","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Open Philanthropy Project; Center for Evolutionary and Theoretical Immunology","keywords":"Semantics (computer science); Computer science; Linguistics; Communication; Programming language; Sociology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003907493,0.0005066787,0.0005088516,0.0009786759,0.001329805,0.003029075,0.001084615,0.001691292,0.001753194],"category_scores_gemma":[0.02288653,0.0005015786,0.0008287837,0.000535027,0.007384372,0.006879665,0.003985152,0.001724133,0.00031383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248286,"about_ca_system_score_gemma":0.001318647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009288733,"about_ca_topic_score_gemma":0.000577475,"domain_scores_codex":[0.994702,0.002889154,0.0004900038,0.0008277735,0.0008065184,0.0002844922],"domain_scores_gemma":[0.9792636,0.01141827,0.002773871,0.003913357,0.001882475,0.0007483018],"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":[0.0001085022,0.00004995162,0.001875822,0.0001717767,0.00003433861,0.0002125481,0.002362796,0.03280357,0.005160345,0.9426704,0.0003472048,0.0142027],"study_design_scores_gemma":[0.00003994591,0.00006325978,0.0007387961,0.00003000622,0.00002009354,0.0001490608,0.0006761354,0.06136489,0.003251677,0.9310318,0.002608736,0.00002550397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2311859,0.0002171046,0.7443506,0.001645712,0.00005144339,0.0001036752,0.0001438474,0.0003614474,0.02194042],"genre_scores_gemma":[0.9451919,0.00009945706,0.05302858,0.000122154,0.00002181111,0.0001334652,0.0001195731,0.00007536774,0.001207658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003907493,"threshold_uncertainty_score":0.02066499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0853632640644222,"score_gpt":0.2024593256533703,"score_spread":0.1170960615889481,"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."}}