{"id":"W6968655253","doi":"10.5281/zenodo.3333552","title":"Xilinx/brevitas: Release v0.12.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Quantization (signal processing); Documentation; Transformer; Offset (computer science); USable","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009430954,0.0006029627,0.0005858629,0.001450767,0.001323021,0.001108473,0.002769492,0.0004181562,0.387005],"category_scores_gemma":[0.002005288,0.0006731471,0.0002105891,0.001283852,0.0004179068,0.0001804871,0.002604719,0.0009367615,0.5902196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006494576,"about_ca_system_score_gemma":0.00003205735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001221729,"about_ca_topic_score_gemma":0.000004381378,"domain_scores_codex":[0.9953163,0.00103462,0.0005538589,0.001277623,0.000924762,0.0008928709],"domain_scores_gemma":[0.996479,0.00004284788,0.0004392679,0.00189617,0.0006942923,0.0004483628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000780081,0.000215832,6.993177e-7,0.0003379467,0.0002129237,0.00005460806,0.000175487,0.000007104827,0.0003582872,0.003705142,0.969022,0.02583198],"study_design_scores_gemma":[0.0008154261,0.0001384119,0.00002126264,0.000491931,0.0001126178,0.00006389177,0.00008975358,0.00005718207,0.00007731723,0.0001048619,0.9974136,0.0006137373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009972537,0.0009659274,0.0006650484,0.0004027832,0.0002847496,0.001233414,0.003262612,0.01248627,0.9806892],"genre_scores_gemma":[0.0006317126,0.0002904623,0.000418826,0.000260029,0.0006247195,8.971605e-8,0.008203016,0.08163026,0.9079409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2032146,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776611503231728,"score_gpt":0.2518207029466155,"score_spread":0.2240545879142982,"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."}}