2025
Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving
ACL 2025finding
The most promising recent methods for AI reasoning require applying variants of reinforcement learning (RL) either on rolled out trajectories from the LLMs, even for the step-wise rewards, or large quantities of human-annotated trajectory data. The reliance on the rolled-out trajectory renders the c…