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cs.CL2026
ELF-REG: Scaling Continuous Diffusion Language Models to Reasoning Tasks
Zeyu Michael Li, William Xingxu Chen, Bingshuo Qian +2
Fully continuous diffusion language models (dLMs) denoise continuous representations without intermediate discretization, then decode all response tokens in parallel at the final s…
cs.CL2024
Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models
Yuheng Lu, Bingshuo Qian, Caixia Yuan +2
Large language models (LLMs) exhibit remarkable capabilities in natural language processing but face catastrophic forgetting when learning new tasks, where adaptation to a new doma…