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Mathematical Reasoning on MATH (Accuracy and NFE)

43.66AccuracyPVF
40.103241.026641.9542.8734Jan 18, 2026

Evaluation results

MethodLinks
PVFBase Model=Dream-7B Instruct2026.0143.6664.8
Fast-dLLMBase Model=Dream-7B Instruct2026.0143.46129.77
StaticBase Model=Dream-7B Instruct2026.0142.2512
FreeDaveBase Model=Dream-7B Instruct2026.0142130.25
StaticBase Model=LLaDA-8B Instruct2026.0141.06512
FreeDaveBase Model=LLaDA-8B Instruct2026.0140.9142.82
Fast-dLLMBase Model=LLaDA-8B Instruct2026.0140.84147.16
PVFBase Model=LLaDA-8B Instruct2026.0140.2473.56