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The task of joint dialog sentiment classification (DSC) and act recognition (DAR) aims to simultaneously predict the sentiment label and act label for each utterance in a dialog. In this paper, we put forward a new framework which models…

Computation and Language · Computer Science 2022-03-09 Bowen Xing , Ivor W. Tsang

Understanding emotions during conversation is a fundamental aspect of human communication, driving NLP research for Emotion Recognition in Conversation (ERC). While considerable research has focused on discerning emotions of individual…

Computation and Language · Computer Science 2023-10-23 Shivani Kumar , Ramaneswaran S , Md Shad Akhtar , Tanmoy Chakraborty

Classifying the general intent of the user utterance in a conversation, also known as Dialogue Act (DA), e.g., open-ended question, statement of opinion, or request for an opinion, is a key step in Natural Language Understanding (NLU) for…

Computation and Language · Computer Science 2020-05-29 Ali Ahmadvand , Jason Ingyu Choi , Eugene Agichtein

Goal-oriented dialog systems, which can be trained end-to-end without manually encoding domain-specific features, show tremendous promise in the customer support use-case e.g. flight booking, hotel reservation, technical support, student…

Computation and Language · Computer Science 2019-07-15 Jatin Ganhotra , Siva Sankalp Patel , Kshitij Fadnis

Visual Dialogue task requires an agent to be engaged in a conversation with human about an image. The ability of generating detailed and non-repetitive responses is crucial for the agent to achieve human-like conversation. In this paper, we…

Computer Vision and Pattern Recognition · Computer Science 2020-07-08 Xiaoze Jiang , Jing Yu , Yajing Sun , Zengchang Qin , Zihao Zhu , Yue Hu , Qi Wu

Emotion recognition in conversations is an important step in various virtual chat bots which require opinion-based feedback, like in social media threads, online support and many more applications. Current Emotion recognition in…

Computation and Language · Computer Science 2021-12-16 Vaibhav Bhat , Anita Yadav , Sonal Yadav , Dhivya Chandrasekaran , Vijay Mago

Emotional talking head synthesis aims to generate talking portrait videos with vivid expressions. Existing methods still exhibit limitations in control flexibility, motion naturalness, and expression quality. Moreover, currently available…

Computer Vision and Pattern Recognition · Computer Science 2025-12-24 Yiguo Jiang , Xiaodong Cun , Yong Zhang , Yudian Zheng , Fan Tang , Chi-Man Pun

Expression of emotions is a crucial part of daily human communication. Emotion recognition in conversations (ERC) is an emerging field of study, where the primary task is to identify the emotion behind each utterance in a conversation.…

Computation and Language · Computer Science 2023-04-03 Sreyan Ghosh , S Ramaneswaran , Utkarsh Tyagi , Harshvardhan Srivastava , Samden Lepcha , S Sakshi , Dinesh Manocha

Emotional Support Conversation (ESC) plays a vital role in alleviating psychological stress and providing emotional value through dialogue. While recent studies have largely focused on data augmentation and synthetic corpus construction,…

Computation and Language · Computer Science 2026-01-26 Jie Zhu , Yuanchen Zhou , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang , Fang Kong

Lack of external knowledge makes empathetic dialogue systems difficult to perceive implicit emotions and learn emotional interactions from limited dialogue history. To address the above problems, we propose to leverage external knowledge,…

Computation and Language · Computer Science 2021-12-30 Qintong Li , Piji Li , Zhaochun Ren , Pengjie Ren , Zhumin Chen

Recognizing emotions in conversations is a challenging task due to the presence of contextual dependencies governed by self- and inter-personal influences. Recent approaches have focused on modeling these dependencies primarily via…

Computation and Language · Computer Science 2020-05-21 Devamanyu Hazarika , Soujanya Poria , Roger Zimmermann , Rada Mihalcea

Emotion Recognition in Conversations (ERC) aims to predict the emotional state of speakers in conversations, which is essentially a text classification task. Unlike the sentence-level text classification problem, the available supervised…

Computation and Language · Computer Science 2020-10-07 Wenxiang Jiao , Michael R. Lyu , Irwin King

Emotion Recognition in Conversation~(ERC) across modalities is of vital importance for a variety of applications, including intelligent healthcare, artificial intelligence for conversation, and opinion mining over chat history. The crux of…

Computation and Language · Computer Science 2023-06-07 Xingwei Liang , You Zou , Ruifeng Xu

Emotions play a critical role in our everyday lives by altering how we perceive, process and respond to our environment. Affective computing aims to instill in computers the ability to detect and act on the emotions of human actors. A core…

Computation and Language · Computer Science 2020-08-31 Connor T. Heaton , David M. Schwartz

The valence analysis of speakers' utterances or written posts helps to understand the activation and variations of the emotional state throughout the conversation. More recently, the concept of Emotion Carriers (EC) has been introduced to…

Computation and Language · Computer Science 2023-11-01 Gabriel Roccabruna , Seyed Mahed Mousavi , Giuseppe Riccardi

Unlike empathetic dialogues, the system in emotional support conversations (ESC) is expected to not only convey empathy for comforting the help-seeker, but also proactively assist in exploring and addressing their problems during the…

Computation and Language · Computer Science 2023-05-18 Yang Deng , Wenxuan Zhang , Yifei Yuan , Wai Lam

Multiparty Dialogue Machine Reading Comprehension (MRC) differs from traditional MRC as models must handle the complex dialogue discourse structure, previously unconsidered in traditional MRC. To fully exploit such discourse structure in…

Computation and Language · Computer Science 2021-04-27 Jiaqi Li , Ming Liu , Zihao Zheng , Heng Zhang , Bing Qin , Min-Yen Kan , Ting Liu

Multiturn dialogue models aim to generate human-like responses by leveraging conversational context, consisting of utterances from previous exchanges. Existing methods often neglect the interactions between these utterances or treat all of…

Computation and Language · Computer Science 2025-04-15 Akanksha Mehndiratta , Krishna Asawa

Emotion recognition in conversation (ERC) is a crucial task in natural language processing and affective computing. This paper proposes MultiDAG+CL, a novel approach for Multimodal Emotion Recognition in Conversation (ERC) that employs…

Machine Learning · Computer Science 2024-03-11 Cam-Van Thi Nguyen , Cao-Bach Nguyen , Quang-Thuy Ha , Duc-Trong Le

In dialogue systems, utterances with similar semantics may have distinctive emotions under different contexts. Therefore, modeling long-range contextual emotional relationships with speaker dependency plays a crucial part in dialogue…

Computation and Language · Computer Science 2022-01-25 Shimin Li , Hang Yan , Xipeng Qiu
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