Leveraging PPO Value Models for Improved Text Generation with Value-Guided Monte-Carlo Tree Search

Integrating the value model from Proximal Policy Optimization (PPO) with Monte-Carlo Tree Search (MCTS) decoding can significantly improve the preferability of generated text compared to direct decoding from the PPO policy alone.