Dynamical Systems Theory Behind a Hierarchical Reasoning Model

Vasiliy A. Es'kin, Mikhail E. Smorkalov

Current large language models (LLMs) primarily rely on linear sequence generation and massive parameter counts, yet they severely struggle with complex algorithmic reasoning. While…