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cs.CL2026
Improving Few-Step Language Flows with Untied Self-Conditioning
Bocheng Li, Linli Xu
Flow-matching language models refine all token positions in parallel and can trade sampling steps for latency, yet generation quality still degrades sharply with few sampling steps…
cs.CL2025
Unifying Continuous and Discrete Text Diffusion with Non-simultaneous Diffusion Processes
Bocheng Li, Zhujin Gao, Linli Xu
Diffusion models have emerged as a promising approach for text generation, with recent works falling into two main categories: discrete and continuous diffusion models. Discrete di…