Dialogue Model Optimization via Agent Game and Adaptive Tree-based GRPO

Kun Peng, Conghui Tan, Yu Liu +7

Open-ended dialogue agents aim to deliver engaging, personalized interactions by adapting to users' traits, but existing methods face critical limitations: over-reliance on pre-col…