Scaling Laws for State Dynamics in Large Language Models

Jacob X Li, Shreyas S Raman, Jessica Wan +2

Large Language Models (LLMs) are increasingly used in tasks requiring internal state tracking, yet their ability to model state transition dynamics remains poorly understood. We ev…