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Multimodal Mathematical Reasoning on MathVerse (Accuracy, Throughput, Speedup)

28.6AccuracyFast-dLLM
27.87228.06128.2528.439Jun 1, 2026

Evaluation results

MethodLinks
Fast-dLLMbackbone=LLaDA-V, decoding_mode=fast-dLLM2026.0628.623.38.5
Full Stepsbackbone=LLaDA-V, decoding_mode=full-step2026.0628.52.751
Half Stepsbackbone=LLaDA-V, decoding_mode=half-step2026.0628.35.171.88
Fast-dLLM++backbone=LLaDA-V, decoding_mode=profile-aware decoding2026.0627.923.88.66