{"id":"W2963793321","doi":"","title":"Effective Slot Filling Based on Shallow Distant Supervision Methods","year":2014,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Computer science; Modular design; Relation (database); Scheme (mathematics); Feature (linguistics); Relationship extraction; Artificial intelligence; Translation (biology); Representation (politics); Data mining; Mathematics; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001458214,0.00009383593,0.0001316199,0.00007539186,0.0001450315,0.00005159995,0.0003962115,0.00004373454,0.000003863046],"category_scores_gemma":[0.0001529819,0.00007136885,0.00002796728,0.0002306419,0.0001240805,0.0001423852,0.00008484728,0.00009023873,0.000001560288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009982559,"about_ca_system_score_gemma":0.00001348364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004583479,"about_ca_topic_score_gemma":4.826792e-7,"domain_scores_codex":[0.9991941,0.0002571669,0.0001233106,0.0002279743,0.00009434507,0.0001031197],"domain_scores_gemma":[0.9981992,0.00119062,0.00006850846,0.0004294127,0.00007584425,0.00003637762],"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":[0.00001454406,0.00001746677,0.000008316437,0.00002735361,0.000001973906,5.642493e-8,0.0001445009,0.00001117084,0.005109022,0.7311017,0.000002795873,0.2635611],"study_design_scores_gemma":[0.00007009602,0.00007778351,0.00004959491,0.00002187532,0.00000599719,7.762409e-7,0.00002484568,0.01120934,0.1989949,0.788376,0.001086241,0.00008257458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00110242,0.0006078954,0.9966165,0.000153235,0.00001851822,0.0002238122,0.000001798603,0.0001883102,0.001087557],"genre_scores_gemma":[0.663672,0.000005821174,0.3360845,0.00008691905,0.00001804237,0.0001055198,0.000003279709,0.000004435388,0.00001947235],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6625696,"threshold_uncertainty_score":0.2910337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007045751759885142,"score_gpt":0.29659222993453,"score_spread":0.2895464781746449,"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."}}