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Code Generation on MBPP 3-shot max_gen_len=256

51.4AccuracyFast-DLLM (Dual)
38.29641.69845.148.502Mar 19, 2026

Evaluation results

MethodLinks
Fast-DLLM (Dual)Model=Dream-v0-Instruct-7B2026.0351.469.3621
BaselineModel=Dream-v0-Instruct-7B2026.0350.63.31—
EntropyCacheModel=Dream-v0-Instruct-7B2026.0348.897.7929.6
Baseline+ParallelModel=Dream-v0-Instruct-7B2026.0348.629.669
d2CacheModel=Dream-v0-Instruct-7B2026.0348.487.6326.5
Elastic-CacheModel=Dream-v0-Instruct-7B2026.0345.854.8416.6
Baseline+ParallelModel=LLaDA-8B-Instruct2026.0342.416.375.7
BaselineModel=LLaDA-8B-Instruct2026.0342.22.89—
d2CacheModel=LLaDA-8B-Instruct2026.0340.852.7718.3
Elastic-CacheModel=LLaDA-8B-Instruct2026.0340.632.2411.2
Fast-DLLM (Dual)Model=LLaDA-8B-Instruct2026.0339.245.5815.8
EntropyCacheModel=LLaDA-8B-Instruct2026.0338.864.9122.5