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This document presents JoTR, a novel framework for Dialogue Policy Learning (DPL) that utilizes a joint Transformer and Reinforcement Learning method to facilitate the generation of dynamic and adaptable dialogue actions without relying on predefined action candidates. JoTR significantly enhances response diversity and effectively manages unfamiliar dialogue scenarios, exceeding previous models in performance metrics such as success rate and distinct actions.
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