{"id":"W2807947879","doi":"10.48550/arxiv.1806.04418","title":"Quaternion Recurrent Neural Networks","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quaternion; Computer science; Recurrent neural network; Artificial neural network; Artificial intelligence; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001363082,0.0002828766,0.0002336204,0.0001008455,0.0002039666,0.0001803085,0.002048367,0.0002252288,0.00002477195],"category_scores_gemma":[0.000004864964,0.00030272,0.0001903321,0.0004752233,0.0001007596,0.0002392118,0.002292379,0.0005760178,0.0001013302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009187682,"about_ca_system_score_gemma":0.00004051978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005475099,"about_ca_topic_score_gemma":0.00002632046,"domain_scores_codex":[0.9981585,0.0001064796,0.000187461,0.001096637,0.00006832252,0.0003826177],"domain_scores_gemma":[0.99807,0.00005603145,0.0002289105,0.001343718,0.0001204539,0.0001808834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001723741,0.0001194429,0.00179951,0.00002715151,0.00004831829,0.00009708945,0.00006203212,0.8411581,0.000005536426,0.1373903,0.007804608,0.01147069],"study_design_scores_gemma":[0.0001381276,0.0000441896,0.0006628454,0.00003949747,0.00002207033,0.000003615612,0.000003296082,0.9824205,0.00001150694,0.01457151,0.00175791,0.0003249155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1251728,0.00007339638,0.8715543,0.0002878896,0.001528317,0.0002779202,0.000005318189,0.0003254057,0.0007746237],"genre_scores_gemma":[0.997828,0.0002148582,0.0006765181,0.0001620768,0.0004627767,0.000002307584,0.0000252186,0.00001530716,0.0006129234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8726552,"threshold_uncertainty_score":0.9999425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07588062035796499,"score_gpt":0.1997878512877473,"score_spread":0.1239072309297823,"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."}}