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Exploring the Design Space of Permutation Diffusion LLMs

Permutation generation with language models requires both text-conditioned ranking and a global one-to-one assignment between candidates and output positions.

By Zhe Xu, Mingfu Liang, Kavosh Asadi, Jean-Pascal Billaud, Tianyi Chen, Yanhui Guo, Christina Huang, Baekjin Kim, Jimmy Kim, Yufei Li, Daqi Sun, Jiachen Sun, Dian Yu, Zaiwei Zhang, Kaushik Rangadurai, Frank Shyu, Sandeep Pandey, Xi Liu, Luke SimonarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 16, 2026.

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