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Detecting emotions in limited text datasets from under-resourced languages presents a formidable obstacle, demanding specialized frameworks and computational strategies. This study conducts a thorough examination of deep learning techniques…

Computation and Language · Computer Science 2024-03-12 Siddhanth Bhat

In the field of audio and speech analysis, the ability to identify emotions from acoustic signals is essential. Human-computer interaction (HCI) and behavioural analysis are only a few of the many areas where the capacity to distinguish…

Human-Computer Interaction · Computer Science 2023-12-22 Md Gulzar Hussain , Mahmuda Rahman , Babe Sultana , Ye Shiren

Effective human-AI interaction relies on AI's ability to accurately perceive and interpret human emotions. Current benchmarks for vision and vision-language models are severely limited, offering a narrow emotional spectrum that overlooks…

Computer Vision and Pattern Recognition · Computer Science 2025-05-28 Christoph Schuhmann , Robert Kaczmarczyk , Gollam Rabby , Felix Friedrich , Maurice Kraus , Krishna Kalyan , Kourosh Nadi , Huu Nguyen , Kristian Kersting , Sören Auer

The Eye Movements on Machine-Generated Texts Corpus (EMTeC) is a naturalistic eye-movements-while-reading corpus of 107 native English speakers reading machine-generated texts. The texts are generated by three large language models using…

Computation and Language · Computer Science 2024-08-09 Lena Sophia Bolliger , Patrick Haller , Isabelle Caroline Rose Cretton , David Robert Reich , Tannon Kew , Lena Ann Jäger

The subjective perception of emotion leads to inconsistent labels from human annotators. Typically, utterances lacking majority-agreed labels are excluded when training an emotion classifier, which cause problems when encountering ambiguous…

Computation and Language · Computer Science 2024-10-14 Wen Wu , Bo Li , Chao Zhang , Chung-Cheng Chiu , Qiujia Li , Junwen Bai , Tara N. Sainath , Philip C. Woodland

Detecting emotions in languages is important to accomplish a complete interaction between humans and machines. This paper describes our contribution to the WASSA 2022 shared task which handles this crucial task of emotion detection. We have…

Computation and Language · Computer Science 2022-04-12 Aditya Kane , Shantanu Patankar , Sahil Khose , Neeraja Kirtane

We present EmotiCon, a learning-based algorithm for context-aware perceived human emotion recognition from videos and images. Motivated by Frege's Context Principle from psychology, our approach combines three interpretations of context for…

Computer Vision and Pattern Recognition · Computer Science 2020-03-17 Trisha Mittal , Pooja Guhan , Uttaran Bhattacharya , Rohan Chandra , Aniket Bera , Dinesh Manocha

Large Language Models (LLMs) are increasingly engaged in emotionally vulnerable conversations that extend beyond information seeking to moments of personal distress. As they adopt affective tones and simulate empathy, they risk creating the…

Computation and Language · Computer Science 2026-01-23 Sewon Kim , Jiwon Kim , Seungwoo Shin , Hyejin Chung , Daeun Moon , Yejin Kwon , Hyunsoo Yoon

Text emotion detection constitutes a crucial foundation for advancing artificial intelligence from basic comprehension to the exploration of emotional reasoning. Most existing emotion detection datasets rely on manual annotations, which are…

Computation and Language · Computer Science 2025-11-25 Jingyi Zhou , Senlin Luo , Haofan Chen

Emotion recognition has received considerable attention from the Computer Vision community in the last 20 years. However, most of the research focused on analyzing the six basic emotions (e.g. joy, anger, surprise), with a limited work…

Computer Vision and Pattern Recognition · Computer Science 2022-09-13 Mina Bishay , Jay Turcot , Graham Page , Mohammad Mavadati

The ability to recognise emotions lends a conversational artificial intelligence a human touch. While emotions in chit-chat dialogues have received substantial attention, emotions in task-oriented dialogues remain largely unaddressed. This…

Computation and Language · Computer Science 2022-05-03 Shutong Feng , Nurul Lubis , Christian Geishauser , Hsien-chin Lin , Michael Heck , Carel van Niekerk , Milica Gašić

Automatic Affect Prediction (AAP) uses computational analysis of input data such as text, speech, images, and physiological signals to predict various affective phenomena (e.g., emotions or moods). These models are typically constructed…

Artificial Intelligence · Computer Science 2025-02-14 Bernd Dudzik , Tiffany Matej Hrkalovic , Chenxu Hao , Chirag Raman , Masha Tsfasman

The emotions we experience involve complex processes; besides physiological aspects, research in psychology has studied cognitive appraisals where people assess their situations subjectively, according to their own values (Scherer, 2005).…

Computation and Language · Computer Science 2023-10-24 Hongli Zhan , Desmond C. Ong , Junyi Jessy Li

Empathetic dialogue is a human-like behavior that requires the perception of both affective factors (e.g., emotion status) and cognitive factors (e.g., cause of the emotion). Besides concerning emotion status in early work, the latest…

Computation and Language · Computer Science 2023-02-24 Yushan Qian , Bo Wang , Ting-En Lin , Yinhe Zheng , Ying Zhu , Dongming Zhao , Yuexian Hou , Yuchuan Wu , Yongbin Li

Idiomatic expressions have always been a bottleneck for language comprehension and natural language understanding, specifically for tasks like Machine Translation(MT). MT systems predominantly produce literal translations of idiomatic…

Computation and Language · Computer Science 2020-06-18 Prateek Saxena , Soma Paul

The long-standing goal of Artificial Intelligence (AI) has been to create human-like conversational systems. Such systems should have the ability to develop an emotional connection with the users, hence emotion recognition in dialogues is…

Computation and Language · Computer Science 2022-05-30 Gopendra Vikram Singh , Priyanshu Priya , Mauajama Firdaus , Asif Ekbal , Pushpak Bhattacharyya

Humans no doubt use language to communicate about their emotional experiences, but does language in turn help humans understand emotions, or is language just a vehicle of communication? This study used a form of artificial intelligence (AI)…

Artificial Intelligence · Computer Science 2024-11-19 Ming Li , Yusheng Su , Hsiu-Yuan Huang , Jiali Cheng , Xin Hu , Xinmiao Zhang , Huadong Wang , Yujia Qin , Xiaozhi Wang , Kristen A. Lindquist , Zhiyuan Liu , Dan Zhang

In the field of emotion analysis, much NLP research focuses on identifying a limited number of discrete emotion categories, often applied across languages. These basic sets, however, are rarely designed with textual data in mind, and…

Computation and Language · Computer Science 2024-11-13 Nicholas Deas , Elsbeth Turcan , Iván Pérez Mejía , Kathleen McKeown

This paper describes EmoRAG, a system designed to detect perceived emotions in text for SemEval-2025 Task 11, Subtask A: Multi-label Emotion Detection. We focus on predicting the perceived emotions of the speaker from a given text snippet,…

Computation and Language · Computer Science 2025-06-06 Lev Morozov , Aleksandr Mogilevskii , Alexander Shirnin

Automatic Emotion Detection (ED) aims to build systems to identify users' emotions automatically. This field has the potential to enhance HCI, creating an individualised experience for the user. However, ED systems tend to perform poorly on…

Human-Computer Interaction · Computer Science 2023-07-27 Annanda Sousa , Karen Young , Mathieu D'aquin , Manel Zarrouk , Jennifer Holloway