计算机工程与应用2024，Vol.60Issue(19)：148-157,10.DOI:10.3778/j.issn.1002-8331.2306-0319
融合情感意图和情感原因的共情回复生成方法
Method for Generating Empathetic Responses by Integrating Emotional Intent and Emotional Cause
摘要
Abstract
Empathetic dialogue is an important area of research in dialogue systems.However,current studies on empa-thetic dialogue tend to focus more on generating emotion-dependent responses,while overlooking the inclusion of emo-tional intent and emotional cause information during the dialogue process.This may result in overly generic or less empa-thetic responses,leading to a diminished user experience.To enhance the quality of empathetic response generation,a novel approach is proposed that integrates emotional intent and emotional cause.Firstly,the intent prediction module is em-ployed to extract emotional intent information.Secondly,the emotional cause detection module is utilized to capture emo-tional cause information.Lastly,the response generation module incorporates intent embedding and emotion embedding,and introduces a gate mechanism for emotional cause and a copying mechanism.This enables dynamic selection of emo-tional cause and emotional intent information,facilitating the generation of empathetic responses that are relevant to the intent and emotionally appropriate.Experimental results on the EmpatheticDialogues dataset demonstrate significant im-provements in both response diversity and empathetic quality achieved by the proposed method.关键词
共情回复/情感意图/情感原因/门控机制/复制机制Key words
empathetic responses/emotional intent/emotional cause/gate mechanism/copy mechanism分类
信息技术与安全科学引用本文复制引用
王宁喆,唐宏,朱传润,刘钟..融合情感意图和情感原因的共情回复生成方法[J].计算机工程与应用,2024,60(19):148-157,10.基金项目
国家自然科学基金(61971080). （61971080）
