论文标题
说服的项目响应理论框架
An Item Response Theory Framework for Persuasion
论文作者
论文摘要
在本文中，我们将在教育和政治科学研究中流行的项目响应理论应用于语言中的论证说服力分析。我们从经验上评估了该模型在三个数据集上的性能，包括政治倡导领域的新数据集。我们显示了以几种样式和内容表示形式分离这些组件的优势，包括评估模型生成的说话者嵌入的能力，使现实世界中有关有说服力的观察结果。
In this paper, we apply Item Response Theory, popular in education and political science research, to the analysis of argument persuasiveness in language. We empirically evaluate the model's performance on three datasets, including a novel dataset in the area of political advocacy. We show the advantages of separating these components under several style and content representations, including evaluating the ability of the speaker embeddings generated by the model to parallel real-world observations about persuadability.
