{"id":"W4400737701","doi":"10.1145/3678184","title":"Optimization Applications as Quantum Performance Benchmarks","year":2024,"lang":"en","type":"article","venue":"ACM Transactions on Quantum Computing","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"D-Wave Systems (Canada)","funders":"","keywords":"Computer science; Quantum; Computer architecture; Parallel computing; Physics; Quantum mechanics","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":[0.0004642152,0.0003774027,0.0002735605,0.0004936871,0.001006676,0.0006581784,0.001536288,0.0001444726,0.00008644289],"category_scores_gemma":[0.00001883132,0.0003602058,0.0002130473,0.001626126,0.00008064614,0.0004958444,0.00008044051,0.0007978366,0.0002617575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009581418,"about_ca_system_score_gemma":0.0001796429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002785819,"about_ca_topic_score_gemma":8.758237e-7,"domain_scores_codex":[0.997306,0.0001044428,0.0005239932,0.0009857366,0.000481055,0.0005987834],"domain_scores_gemma":[0.9977623,0.0006085433,0.00009986399,0.001241781,0.0001033602,0.0001841654],"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":[0.000003962274,0.00008051836,0.000005286533,0.000068494,0.00003688334,0.00001196763,0.0004803663,0.6713432,0.00004663918,0.01575498,0.00008222687,0.3120854],"study_design_scores_gemma":[0.0001675955,0.0002300073,0.00005626109,0.0002497636,0.00002220086,0.0001697422,0.00004616632,0.9896266,0.0003825362,0.004441362,0.004184859,0.0004228313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03515599,0.000437985,0.9589084,0.001809214,0.001363343,0.0003813346,0.000006459767,0.001415407,0.0005218515],"genre_scores_gemma":[0.8797143,0.0001053956,0.119454,0.0003052774,0.000244027,0.00004115966,0.00001842789,0.00004281828,0.00007463971],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8445582,"threshold_uncertainty_score":0.999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013412588121792,"score_gpt":0.250089047943811,"score_spread":0.2399549220625931,"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."}}