252 citations · 286 across the 17 of their papers we have counts for
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cs.CL2026
Beyond the Black Box: A Survey on the Theory and Mechanism of Large Language Models
Zeyu Gan, Ruifeng Ren, Wei Yao +9
The rapid emergence of Large Language Models (LLMs) has precipitated a profound paradigm shift in Artificial Intelligence, delivering monumental engineering successes that increasi…
cs.CL2025
Towards Auto-Regressive Next-Token Prediction: In-Context Learning Emerges from Generalization
Zixuan Gong, Xiaolin Hu, Huayi Tang +1
Large language models (LLMs) have demonstrated remarkable in-context learning (ICL) abilities. However, existing theoretical analysis of ICL primarily exhibits two limitations: (a)…