ReGAP: Evidence-Aligned Conversational Question Generation via Reasoning-Guided Action Planning
ReGAP formulates follow-up question generation as a sequential intervention planning problem, and uses Monte Carlo Tree Search to compare candidate intervention strategies over future dialogue trajectories, and further incorporates experience priors to improve planning efficiency and stability.