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.

本文提出了一种名为 RAIN 的模型，由意图关系模块和情感关系模块组成，以共同建模意图和情感之间的互动关系，并显式集成历史意图信息，实验结果表明，我们的模型可以充分利用个体之间的意图、情感和行动，相较于 BERT 式的基础线实现了显著的改进，定性分析验证了意图和情感之间互动关系的重要性。