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Math Reasoning on MATH500 (Exact-match accuracy Ngen=128, 256, 512)

34.8Exact-match Accuracy (Ngen=128)DISPO
25.64828.02430.432.776Feb 6, 2026

Evaluation results

MethodLinks
DISPObase_model=SFT w/ s1k, algorithm=DISPO2026.0234.839.240.238.1
DISPObase_model=LLaDA-8B-Instruct, algorithm=DISPO2026.023439.240.237.8
diffu-GRPObase_model=SFT w/ s1k, algorithm=diffu-GRPO2026.0233.838.640.237.5
diffu-GRPObase_model=LLaDA-8B-Instruct, algorithm=diffu-GRPO2026.0233.237.239.236.5
SFT w/ s1kbase_model=SFT w/ s1k2026.0226.232.634.831.2
LLaDA-8B-Instructbase_model=LLaDA-8B-Instruct2026.022632.436.231.5