Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations

Developing dialogue systems capable of engaging in multi-turn, goal-oriented conversations remains a significant challenge, especially in specialized domains with limited data. This research proposes a novel framework called Preference Tree Optimization (PTO), designed to iteratively improve agent m...