Data Party THU
Data Party THU
Oct 10, 2025 · Artificial Intelligence

How DPad Cuts Inference Time 61× While Boosting Accuracy in Diffusion LLMs

The article analyzes a recent Duke University paper that reveals a "scratchpad" mechanism in diffusion large language models, proposes the DPad method to prune redundant suffix tokens before decoding, and demonstrates up to 61.4× faster inference with unchanged or even improved accuracy across multiple benchmarks.

DPadInference accelerationdiffusion LLM
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How DPad Cuts Inference Time 61× While Boosting Accuracy in Diffusion LLMs