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Code Generation on HumanEval (zero-shot, max_gen_len=512)

58.54AccuracyEntropyCache
40.776845.38845054.6116Mar 19, 2026

Evaluation results

MethodLinks
EntropyCacheModel=Dream-v0-Instruct-7B2026.0358.54119.0230.7
Fast-DLLM (Dual)Model=Dream-v0-Instruct-7B2026.0355.4971.7118.5
d2CacheModel=Dream-v0-Instruct-7B2026.0353.66110.8328.6
BaselineModel=Dream-v0-Instruct-7B2026.0353.053.87—
Baseline+ParallelModel=Dream-v0-Instruct-7B2026.0353.0538.7410
Elastic-CacheModel=Dream-v0-Instruct-7B2026.0350.6172.318.7
EntropyCacheModel=LLaDA-8B-Instruct2026.0348.7838.418.9
Baseline+ParallelModel=LLaDA-8B-Instruct2026.0348.1715.43.6
BaselineModel=LLaDA-8B-Instruct2026.0346.344.32—
Fast-DLLM (Dual)Model=LLaDA-8B-Instruct2026.0344.5137.718.7
Elastic-CacheModel=LLaDA-8B-Instruct2026.0344.5127.736.4
d2CacheModel=LLaDA-8B-Instruct2026.0341.4641.369.6