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Wei-Yang Liu

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#machine learning Preprint Sep 2026

What Makes Recurrence Effective in Looped Language Models?

Looped language models (LoopLMs) increase computational depth through parameter sharing, offering a path to scale inference computation without adding parameters. However, it remains unclear when additional recurrence is beneficial and how architectural choices affect its effectiveness. Through controlled experiments,...

Xin-Lin Zhuang, Si-Yuan Wang, Imran Razzak et al. · 0 citations

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