{"id":"W2402842738","doi":"","title":"Stanford's Distantly-Supervised Slot-Filling System","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Coreference; Knowledge base; Inference; Task (project management); Process (computing); Entity linking; Information retrieval; Population; Natural language processing; Artificial intelligence; World Wide Web; Resolution (logic); 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":[0.0004202198,0.00008126153,0.00012312,0.00004698803,0.0001373203,0.00003013532,0.0004484394,0.00003245346,0.00000828904],"category_scores_gemma":[0.000008315971,0.00007114359,0.00002461555,0.0001623486,0.0001068096,0.000226308,0.000110481,0.0000485454,0.00000605074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009609062,"about_ca_system_score_gemma":0.00002567679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002041118,"about_ca_topic_score_gemma":0.000001151638,"domain_scores_codex":[0.9993535,0.00004331334,0.0002054157,0.0001916259,0.00008930536,0.0001168739],"domain_scores_gemma":[0.9991967,0.00008567479,0.00007518192,0.000525812,0.00007001225,0.00004661866],"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":[0.000008749773,0.00001220729,0.00006295487,0.00005520984,0.000007451283,2.728204e-7,0.001828874,0.000005369559,0.0003061667,0.9740881,0.000001352618,0.02362329],"study_design_scores_gemma":[0.0002697044,0.00004743401,0.0003011617,0.00003755936,0.00002911776,0.0000146855,0.005203152,0.01145005,0.02479759,0.955646,0.001925337,0.000278215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02275621,0.0003704002,0.962658,0.00001844068,0.00003478947,0.0001703016,0.000004351255,0.0001295177,0.01385798],"genre_scores_gemma":[0.9802463,0.0000203735,0.01947704,0.00001483367,0.00002785058,0.00007520175,0.000001748137,0.000005236255,0.0001314388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9574901,"threshold_uncertainty_score":0.2901151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918659419108328,"score_gpt":0.2235037573126831,"score_spread":0.2043171631215998,"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."}}