Author

Bing-Yao Li

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#machine learning Preprint Sep 2026

Write Back the $\Delta$: Revisiting the Same Tokens with Fresh Representations

ReFlux is introduced, a learnable feedback graph that dynamically selects and composes increment-carrying routes that establishes ReFlux as an efficient paradigm for unlocking the latent computational potential of LLMs, allowing them to revisit the same tokens with fresh representations.

Wen Ye, An-Ning Hu, Xiang-Dong Zhang et al. · 0 citations

#natural language process... Preprint Sep 2026

Line-Coupled Language Model

The Line-Coupled Language Model (LCLM), an autoregressive model that advances multiple text lines together by predicting the next token for every active line while coupling the lines through shared causal context is introduced.

Shi-Yuan Li, Shao-Rong Zhang, Zhao-Rui Yang et al. · 0 citations