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Mathematical Reasoning on GSM8K (TPS, Speed, Score)

23.7Throughput (TPS)STDec
3.95049.077714.20519.3323Apr 7, 2026

Evaluation results

MethodLinks
STDecBase Model=Dream-7B-Instruct, Decoding Strategy=STDec2026.0423.75.0382.34
LocalLeapBase Model=Dream-7B-Instruct, Decoding Strategy=LocalLeap2026.0420.714.482.49
Fast-dLLM (Parallel)Base Model=Dream-7B-Instruct, Decoding Strategy=Fast-dLLM (Parallel)2026.0417.23.6582.94
dKV-CacheBase Model=Dream-7B-Instruct, Decoding Strategy=dKV-Cache2026.049.832.0979.08
Half-StepBase Model=Dream-7B-Instruct, Decoding Strategy=Half-Step2026.049.41274.22
Vanilla DreamBase Model=Dream-7B-Instruct, Decoding Strategy=Vanilla2026.044.71183.47