Echoes of Thought: Task Complexity, Inner Speech Analogs, and Prompt Design Shape LLMs’ Response Behavior in the Two-Step Task

Large Language Models (LLMs) have shown impressive performance across a wide range of tasks, yet the mechanisms behind their response behavior remain poorly understood. Drawing on insights from cognitive science and the computational framework of model-free and model-based reinforcement learning (RL