Jiangrui Zhao

Syntax vs. Semantics: How Transformers Learn Deep Dependencies

Large Language Models demonstrate remarkable syntactic fluency, yet the optimization dynamics governing their acquisition of deep semantic dependencies remain poorly understood. We propose a mechanistic framework that models this learning process as a competition between Surface Statistics and Deep …