Strength Lies in Differences! Towards Effective Non-collaborative Dialogues via Tailored Strategy Planning

arXiv:2403.06769v1 Announce Type: new
Abstract: We investigate non-collaborative dialogue agents that must engage in tailored strategic planning for diverse users to secure a favorable agreement. This poses challenges for existing dialogue agents due to two main reasons: their inability to integrate user-specific characteristics into their strategic planning and their training paradigm's failure to produce strategic planners that can generalize to diverse users. To address these challenges, we propose TRIP to enhance the capability in tailored strategic planning, incorporating a user-aware …

abstract agents agreement arxiv challenges collaborative cs.cl dialogue differences diverse lies planning strategy type via