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Yifei Shi and Xin Xu are with the College of Intelligence Science and Technology, National University of Defense Technology, China. Boyan Wan and Kai Xu are with the College of Computer Science, National University of Defense Technology, China. Yifei Shi and Boyan Wan are joint first authors. Corresponding author: Kai Xu (kevin.kai.xu@gmail.com)
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Few-step diffusion language models get a boost from trajectory self-distillation with direct discriminative optimization, narrowing the quality gap with slower, full-step decoding.