论文标题
对话系统中的建模意图，情感和外部世界
Modeling Intention, Emotion and External World in Dialogue Systems
论文作者
论文摘要
意图，情感和行动是人类活动中的重要因素。通过分析这些元素之间的关系来建模个人之间的相互作用过程是一项艰巨的任务。但是，以前的工作主要集中于独立建模意图和情感，而忽略了探索意图与情感之间的相互关系。在本文中，我们提出了一个由意图关系模块和情感关系模块组成的关系相互作用网络（RAIN），以共同建模相互关系并明确整合历史意图信息。数据集上的实验表明，我们的模型可以充分利用个人之间的意图，情感和动作，并对BERT风格的基线进行显着改善。定性分析验证了意图与情感之间相互作用的重要性。
Intention, emotion and action are important elements in human activities. Modeling the interaction process between individuals by analyzing the relationships between these elements is a challenging task. However, previous work mainly focused on modeling intention and emotion independently, and neglected of exploring the mutual relationships between intention and emotion. In this paper, we propose a RelAtion Interaction Network (RAIN), consisting of Intention Relation Module and Emotion Relation Module, to jointly model mutual relationships and explicitly integrate historical intention information. The experiments on the dataset show that our model can take full advantage of the intention, emotion and action between individuals and achieve a remarkable improvement over BERT-style baselines. Qualitative analysis verifies the importance of the mutual interaction between the intention and emotion.
