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In the science of emotion, it is widely assumed that folk emotion categories form a biological and psychological typology, and studies are routinely designed and analyzed to identify emotion-specific patterns. This approach shapes the…

Machine Learning · Computer Science 2025-07-02 Christiana Westlin , Ashutosh Singh , Deniz Erdogmus , Georgios Stratis , Lisa Feldman Barrett

In human-computer interaction, it is crucial for agents to respond to human by understanding their emotions. Unraveling the causes of emotions is more challenging. A new task named Multimodal Emotion-Cause Pair Extraction in Conversations…

Computation and Language · Computer Science 2024-04-29 Shen Zhang , Haojie Zhang , Jing Zhang , Xudong Zhang , Yimeng Zhuang , Jinting Wu

Emotion is an experience associated with a particular pattern of physiological activity along with different physiological, behavioral and cognitive changes. One behavioral change is facial expression, which has been studied extensively…

Computer Vision and Pattern Recognition · Computer Science 2022-03-31 Xiaotian Li , Xiang Zhang , Huiyuan Yang , Wenna Duan , Weiying Dai , Lijun Yin

Customer reviews on e-commerce platforms capture critical affective signals that drive purchasing decisions. However, no existing research has explored the joint task of emotion detection and explanatory span identification in e-commerce…

Computation and Language · Computer Science 2025-07-08 Arnav Attri , Anuj Attri , Pushpak Bhattacharyya , Suman Banerjee , Amey Patil , Muthusamy Chelliah , Nikesh Garera

Emotion detection in textual data has received growing interest in recent years, as it is pivotal for developing empathetic human-computer interaction systems. This paper introduces a method for categorizing emotions from text, which…

Emotion-cause pair extraction (ECPE) task aims to extract all the pairs of emotions and their causes from an unannotated emotion text. The previous works usually extract the emotion-cause pairs from two perspectives of emotion and cause.…

Computation and Language · Computer Science 2023-02-27 Guimin Hu , Yi Zhao , Guangming Lu

In this work, we present the first dataset, MailEx, for performing event extraction from conversational email threads. To this end, we first proposed a new taxonomy covering 10 event types and 76 arguments in the email domain. Our final…

Computation and Language · Computer Science 2023-10-24 Saurabh Srivastava , Gaurav Singh , Shou Matsumoto , Ali Raz , Paulo Costa , Joshua Poore , Ziyu Yao

Understanding emotions is fundamental to human interaction and experience. Humans easily infer emotions from situations or facial expressions, situations from emotions, and do a variety of other affective cognition. How adept is modern AI…

Computation and Language · Computer Science 2026-02-18 Kanishk Gandhi , Zoe Lynch , Jan-Philipp Fränken , Kayla Patterson , Sharon Wambu , Tobias Gerstenberg , Desmond C. Ong , Noah D. Goodman

Affective computing has been largely limited in terms of available data resources. The need to collect and annotate diverse in-the-wild datasets has become apparent with the rise of deep learning models, as the default approach to address…

Computer Vision and Pattern Recognition · Computer Science 2019-10-14 Dimitrios Kollias , Stefanos Zafeiriou

In this paper, we address the problem of detection, classification and quantification of emotions of text in any form. We consider English text collected from social media like Twitter, which can provide information having utility in a…

Social and Information Networks · Computer Science 2019-06-13 Bharat Gaind , Varun Syal , Sneha Padgalwar

Extracting the reported events from text is one of the key research themes in natural language processing. This process includes several tasks such as event detection, argument extraction, role labeling. As one of the most important topics…

Computation and Language · Computer Science 2022-10-11 Viet Dac Lai

From a computational viewpoint, emotions continue to be intriguingly hard to understand. In research, direct, real-time inspection in realistic settings is not possible. Discrete, indirect, post-hoc recordings are therefore the norm. As a…

Human-Computer Interaction · Computer Science 2018-12-10 Karan Sharma , Claudio Castellini , Egon L. van den Broek , Alin Albu-Schaeffer , Friedhelm Schwenker

The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential clause-pairs of emotions and their corresponding causes in a document. Unlike the more well-studied task of Emotion Cause Extraction (ECE), ECPE does not require…

Computation and Language · Computer Science 2021-03-04 Aaditya Singh , Shreeshail Hingane , Saim Wani , Ashutosh Modi

Recently, there has been an increasing interest in the construction of general-domain and domain-specific causal knowledge graphs. Such knowledge graphs enable reasoning for causal analysis and event prediction, and so have a range of…

Computation and Language · Computer Science 2024-09-04 Oktie Hassanzadeh

Emotions manifest through physical experiences and bodily reactions, yet identifying such embodied emotions in text remains understudied. We present an embodied emotion classification dataset, CHEER-Ekman, extending the existing binary…

Computation and Language · Computer Science 2025-09-26 Phan Anh Duong , Cat Luong , Divyesh Bommana , Tianyu Jiang

The project leverages advanced machine and deep learning techniques to address the challenge of emotion recognition by focusing on non-facial cues, specifically hands, body gestures, and gestures. Traditional emotion recognition systems…

Computer Vision and Pattern Recognition · Computer Science 2024-07-16 Haoyang Liu

Translating visual data into natural language is essential for machines to understand the world and interact with humans. In this work, a comprehensive study is conducted on video paragraph captioning, with the goal to generate…

Computer Vision and Pattern Recognition · Computer Science 2022-03-15 Qinyu Li , Tengpeng Li , Hanli Wang , Chang Wen Chen

Effective speech emotional representations play a key role in Speech Emotion Recognition (SER) and Emotional Text-To-Speech (TTS) tasks. However, emotional speech samples are more difficult and expensive to acquire compared with Neutral…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-12 Shijun Wang , Jón Guðnason , Damian Borth

Couples' relationships affect the physical health and emotional well-being of partners. Automatically recognizing each partner's emotions could give a better understanding of their individual emotional well-being, enable interventions and…

Human-Computer Interaction · Computer Science 2022-02-18 George Boateng , Elgar Fleisch , Tobias Kowatsch

This work defines a procedure for collecting naturally induced emotional facial expressions through the vision of movie excerpts with high emotional contents and reports experimental data ascertaining the effects of emotions on memory word…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Anna Esposito , Vincenzo Capuano , Jiri Mekyska , Marcos Faundez-Zanuy
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