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Mathematical Reasoning on MATH500 4-shot max_gen_len=512

44.6AccuracyBaseline
38.56840.13441.743.266Mar 19, 2026

Evaluation results

MethodLinks
BaselineModel=Dream-v0-Instruct-7B2026.0344.62.6—
Baseline+ParallelModel=Dream-v0-Instruct-7B2026.034415.866.1
Elastic-CacheModel=LLaDA-8B-Instruct2026.0343.824.439.9
d2CacheModel=LLaDA-8B-Instruct2026.0343.632.1813.1
EntropyCacheModel=Dream-v0-Instruct-7B2026.0343.262.4824
EntropyCacheModel=LLaDA-8B-Instruct2026.0342.839.6416.1
BaselineModel=LLaDA-8B-Instruct2026.0342.42.47—
Baseline+ParallelModel=LLaDA-8B-Instruct2026.0342.49.53.9
d2CacheModel=Dream-v0-Instruct-7B2026.0340.655.821.4
Fast-DLLM (Dual)Model=Dream-v0-Instruct-7B2026.0340.243.5216.7
Fast-DLLM (Dual)Model=LLaDA-8B-Instruct2026.034032.8113.3
Elastic-CacheModel=Dream-v0-Instruct-7B2026.0338.841.916.1