{"id":"W2099925507","doi":"10.1109/mwscas.2007.4488591","title":"Automated formal synthesis of Wallace Tree multipliers","year":2007,"lang":"en","type":"article","venue":"Conference proceedings","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Correctness; Automated theorem proving; Computer science; Formal verification; Gas meter prover; Formal methods; Mathematical proof; Theoretical computer science; Programming language; Algorithm; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001332317,0.0002079809,0.0003248127,0.000278332,0.00008242786,0.0001253632,0.001372276,0.000164603,0.00001013442],"category_scores_gemma":[0.0002772647,0.0001939751,0.00007754877,0.0004554657,0.00008235713,0.00112325,0.0002752982,0.0001469563,0.00002596775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098723,"about_ca_system_score_gemma":0.00009591666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003701403,"about_ca_topic_score_gemma":0.000007489789,"domain_scores_codex":[0.998135,0.0000104329,0.0005158045,0.0004017547,0.0004056651,0.0005313568],"domain_scores_gemma":[0.9985943,0.0001564627,0.0003241903,0.0002799095,0.0005001758,0.0001449696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007491777,0.0001810288,0.009437067,0.000559943,0.00008165285,0.00002074062,0.01290856,0.000001207116,0.4713806,0.3064482,0.006694468,0.1922117],"study_design_scores_gemma":[0.0002472224,0.0001512856,0.003963443,0.0002622094,0.0000130046,0.00004187402,0.0005969582,0.1020768,0.8893781,0.002341985,0.0005275286,0.0003995884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1345164,0.00004504197,0.8043308,0.0002966989,0.0001631175,0.0005610035,0.000002042656,0.003773219,0.05631175],"genre_scores_gemma":[0.8999897,0.000006337048,0.09972736,0.00003717174,0.00002312849,0.0000329033,2.904819e-7,0.00001337161,0.0001697944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7654732,"threshold_uncertainty_score":0.7910075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217577635365047,"score_gpt":0.2649098081566523,"score_spread":0.2431520446201476,"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."}}