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In this paper, we propose an end-to-end sentiment-aware conversational agent based on two models: a reply sentiment prediction model, which leverages the context of the dialogue to predict an appropriate sentiment for the agent to express…

计算与语言 · 计算机科学 2022-07-26 Isabel Dias , Ricardo Rei , Patrícia Pereira , Luisa Coheur

Memes are widely used in online social interactions, providing vivid, intuitive, and often humorous means to express intentions and emotions. Existing dialogue datasets are predominantly limited to either manually annotated or pure-text…

计算与语言 · 计算机科学 2025-07-02 Yuheng Wang , Xianhe Tang , Pufeng Huang

Automated dialogue systems are important applications of artificial intelligence, and traditional systems struggle to understand user emotions and provide empathetic feedback. This study integrates emotional intelligence technology into…

人工智能 · 计算机科学 2024-04-30 Jin Wang , JinFei Wang , Shuying Dai , Jiqiang Yu , Keqin Li

Understanding speaker's feelings and producing appropriate responses with emotion connection is a key communicative skill for empathetic dialogue systems. In this paper, we propose a simple technique called Affective Decoding for empathetic…

计算与语言 · 计算机科学 2021-10-18 Chengkun Zeng , Guanyi Chen , Chenghua Lin , Ruizhe Li , Zhigang Chen

Empathetic dialog generation aims at generating coherent responses following previous dialog turns and, more importantly, showing a sense of caring and a desire to help. Existing models either rely on pre-defined emotion labels to guide the…

计算与语言 · 计算机科学 2021-10-06 Yubo Xie , Pearl Pu

Conversational Agents (CAs) have increasingly been integrated into everyday life, sparking significant discussions on social media. While previous research has examined public perceptions of AI in general, there is a notable lack in…

人机交互 · 计算机科学 2024-02-27 Zihan Liu , Han Li , Anfan Chen , Renwen Zhang , Yi-Chieh Lee

The majority of existing methods for empathetic response generation rely on the emotion of the context to generate empathetic responses. However, empathy is much more than generating responses with an appropriate emotion. It also often…

计算与语言 · 计算机科学 2021-08-06 Navonil Majumder , Deepanway Ghosal , Devamanyu Hazarika , Alexander Gelbukh , Rada Mihalcea , Soujanya Poria

The task of empathetic response generation aims to understand what feelings a speaker expresses on his/her experiences and then reply to the speaker appropriately. To solve the task, it is essential to model the content-emotion duality of a…

计算与语言 · 计算机科学 2022-09-27 Peiqin Lin , Jiashuo Wang , Hinrich Schütze , Wenjie Li

Empathy is a complex cognitive ability based on the reasoning of others' affective states. In order to better understand others and express stronger empathy in dialogues, we argue that two issues must be tackled at the same time: (i)…

计算与语言 · 计算机科学 2021-09-22 Hyunwoo Kim , Byeongchang Kim , Gunhee Kim

Emotion recognition has the potential to play a pivotal role in enhancing human-computer interaction by enabling systems to accurately interpret and respond to human affect. Yet, capturing emotions in face-to-face contexts remains…

The capacity of empathy is crucial to the success of open-domain dialog systems. Due to its nature of multi-dimensionality, there are various factors that relate to empathy expression, such as communication mechanism, dialog act and…

计算与语言 · 计算机科学 2021-05-31 Chujie Zheng , Yong Liu , Wei Chen , Yongcai Leng , Minlie Huang

The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential emotion-cause pairs of a document without any annotation of emotion or cause clauses. Previous approaches on ECPE have tried to improve conventional two-step…

计算与语言 · 计算机科学 2023-01-09 Huu-Hiep Nguyen , Minh-Tien Nguyen

There are three problems existing in the popular data-to-text datasets. First, the large-scale datasets either contain noise or lack real application scenarios. Second, the datasets close to real applications are relatively small in size.…

计算与语言 · 计算机科学 2023-06-21 Liang Li , Ruiying Geng , Chengyang Fang , Bing Li , Can Ma , Rongyu Cao , Binhua Li , Fei Huang , Yongbin Li

The confluence of Artificial Intelligence and Computational Psychology presents an opportunity to model, understand, and interact with complex human psychological states through computational means. This paper presents a comprehensive,…

人工智能 · 计算机科学 2025-12-16 Anant Pareek

Interactive sentiment analysis is an emerging, yet challenging, subtask of the sentiment analysis problem. It aims to discover the affective state and sentimental change of each person in a conversation. Existing sentiment analysis…

信息检索 · 计算机科学 2020-05-20 Yazhou Zhang , Lingling Song , Dawei Song , Peng Guo , Junwei Zhang , Peng Zhang

Empathy, as defined in behavioral sciences, expresses the ability of human beings to recognize, understand and react to emotions, attitudes and beliefs of others. The lack of an operational definition of empathy makes it difficult to…

计算与语言 · 计算机科学 2018-01-01 Firoj Alam , Morena Danieli , Giuseppe Riccardi

The potential social harms that large language models pose, such as generating offensive content and reinforcing biases, are steeply rising. Existing works focus on coping with this concern while interacting with ill-intentioned users, such…

In this paper, we present an end-to-end empathetic conversation agent CAiRE. Our system adapts TransferTransfo (Wolf et al., 2019) learning approach that fine-tunes a large-scale pre-trained language model with multi-task objectives:…

计算与语言 · 计算机科学 2020-04-28 Zhaojiang Lin , Peng Xu , Genta Indra Winata , Farhad Bin Siddique , Zihan Liu , Jamin Shin , Pascale Fung

Knowledge of users' emotion states helps improve human-computer interaction. In this work, we presented EmoNet, an emotion detector of Chinese daily dialogues based on deep convolutional neural networks. In order to maintain the original…

计算与语言 · 计算机科学 2017-10-04 Jialiang Zhao , Qi Gao

We present STUDIES, a new speech corpus for developing a voice agent that can speak in a friendly manner. Humans naturally control their speech prosody to empathize with each other. By incorporating this "empathetic dialogue" behavior into…