ResearchBenchmarksMathematical Reasoning on MATH (test) (Acc., Speed)Mathematical Reasoning on MATH (test) (Acc., Speed)Follow36.56Accuracy (MATH test)FeF-DLLM25.01628.01331.0134.007May 14, 2026Evaluation resultsMethodMethodLinksAccuracy (MATH test)Speed (×)FeF-DLLMdiffusion model steps=4diffusion model steps=42026.0536.561.99FeF-DLLMdiffusion model steps=2diffusion model steps=22026.0536.43.25SSD2026.0534.942.16LLaDAtokens per step=1tokens per step=12026.0526.61DCD2026.0526.360.51DDOSP2026.0525.782.03LLaDA/2tokens per step=2tokens per step=22026.0525.461.99