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Math Reasoning on MATH500 (Acc, Steps)

43.2AccuracyKLASS
17.751224.358130.96537.5719Nov 7, 2025
Updated 7mo ago

Evaluation results

MethodLinks
KLASSParallel=Yes, Backbone=Dream 7B Instruct2025.1143.2149.72
ConfidenceParallel=Yes, Backbone=Dream 7B Instruct2025.1141.895.1
KL divergenceParallel=Yes, Backbone=Dream 7B Instruct2025.1141.27162.49
Top-1Parallel=No, Backbone=Dream 7B Instruct2025.1137.97256
KLASSParallel=Yes, Backbone=LLaDA 8B Instruct2025.1133.8128.62
Top-2Parallel=Yes, Backbone=Dream 7B Instruct2025.1133.6128
KL divergenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.1132.6172.21
ConfidenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.1131.696.46
Top-1Parallel=No, Backbone=LLaDA 8B Instruct2025.1131.4256
Top-2Parallel=Yes, Backbone=LLaDA 8B Instruct2025.1129.6128
RandomParallel=No, Backbone=LLaDA 8B Instruct2025.1126.2256
RandomParallel=No, Backbone=Dream 7B Instruct2025.1118.73256