Loop as a Bridge: Can Looped Transformers Truly Link Representation Space and Natural Language Outputs?

<!DOCTYPE html> Read Full Report 1. Introduction: Expression Lags Behind Thought In the study of Large Language Models (LLMs), we often observe a phenomenon of “expression lag.” When decomposing model capabilities, a significant performance gap emerges across three distinct levels: ...

January 16, 2026 · 4 min · Guanxu Chen, Dongrui Liu, Jing Shao