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We propose VADEC, a multi-task framework that exploits the correlation between the categorical and dimensional models of emotion representation for better subjectivity analysis. Focusing primarily on the effective detection of emotions from…

Information Retrieval · Computer Science 2021-09-21 Rajdeep Mukherjee , Atharva Naik , Sriyash Poddar , Soham Dasgupta , Niloy Ganguly

Understanding individual, group and event level emotions along with contextual information is crucial for analyzing a multi-person social situation. To achieve this, we frame emotion comprehension as the task of predicting fine-grained…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Anubhav Kataria , Surbhi Madan , Shreya Ghosh , Tom Gedeon , Abhinav Dhall

Telling stories is an integral part of human communication which can evoke emotions and influence the affective states of the audience. Automatically modeling emotional trajectories in stories has thus attracted considerable scholarly…

Computation and Language · Computer Science 2024-06-05 Lukas Christ , Shahin Amiriparian , Manuel Milling , Ilhan Aslan , Björn W. Schuller

A key trait of daily conversations between individuals is the ability to express empathy towards others, and exploring ways to implement empathy is a crucial step towards human-like dialogue systems. Previous approaches on this topic mainly…

Computation and Language · Computer Science 2023-02-02 Sahand Sabour , Chujie Zheng , Minlie Huang

The humans are affective and cognitive beings relying on memories for their individual and social identities. Also, human dyadic bonds require some common beliefs such as empathetic behaviour for better interaction. In this sense, research…

Computers and Society · Computer Science 2020-03-11 Nuno A. C. Henriques , Helder Coelho , Leonel Garcia-Marques

Empathetic Conversational Systems (ECS) are built to respond empathetically to the user's emotions and sentiments, regardless of the application domain. Current ECS studies evaluation approaches are restricted to offline evaluation…

Computation and Language · Computer Science 2024-07-29 Aravind Sesagiri Raamkumar , Siyuan Brandon Loh

Expressing empathy is important in everyday conversations, and exploring how empathy arises is crucial in automatic response generation. Most previous approaches consider only a single factor that affects empathy. However, in practice,…

Computation and Language · Computer Science 2022-12-06 Yangbin Chen , Chunfeng Liang

The novel research area of computational empathy is in its infancy and moving towards developing methods and standards. One major problem is the lack of agreement on the evaluation of empathy in artificial interactive systems. Even though…

Artificial Intelligence · Computer Science 2019-08-16 Özge Nilay Yalçın

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

Modeling empathy is a complex endeavor that is rooted in interpersonal and experiential dimensions of human interaction, and remains an open problem within AI. Existing empathy datasets fall short in capturing the richness of empathy…

Computation and Language · Computer Science 2024-05-27 Jocelyn Shen , Yubin Kim , Mohit Hulse , Wazeer Zulfikar , Sharifa Alghowinem , Cynthia Breazeal , Hae Won Park

Emotion Classification based on text is a task with many applications which has received growing interest in recent years. This paper presents a preliminary study with the goal to help researchers and practitioners gain insight into…

Computation and Language · Computer Science 2023-03-01 Anna Koufakou , Jairo Garciga , Adam Paul , Joseph Morelli , Christopher Frank

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

Computation and Language · Computer Science 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

This paper presents a solutions for the MediaEval 2021 task namely "Visual Sentiment Analysis: A Natural Disaster Use-case". The task aims to extract and classify sentiments perceived by viewers and the emotional message conveyed by natural…

Computer Vision and Pattern Recognition · Computer Science 2021-12-23 Khubaib Ahmad , Muhammad Asif Ayub , Kashif Ahmad , Ala Al-Fuqaha , Nasir Ahmad

In the realm of human-AI dialogue, the facilitation of empathetic responses is important. Validation is one of the key communication techniques in psychology, which entails recognizing, understanding, and acknowledging others' emotional…

Computation and Language · Computer Science 2024-02-21 Zi Haur Pang , Yahui Fu , Divesh Lala , Keiko Ochi , Koji Inoue , Tatsuya Kawahara

The cohesiveness of a group is an essential indicator of the emotional state, structure and success of a group of people. We study the factors that influence the perception of group-level cohesion and propose methods for estimating the…

Computer Vision and Pattern Recognition · Computer Science 2019-04-09 Shreya Ghosh , Abhinav Dhall , Nicu Sebe , Tom Gedeon

Social interactions promote well-being, yet barriers like geographic distance, time limitations, and mental health conditions can limit face-to-face interactions. Emotionally responsive AI systems, such as chatbots, offer new opportunities…

Human-Computer Interaction · Computer Science 2025-10-28 Mahnaz Roshanaei , Rezvaneh Rezapour , Magy Seif El-Nasr

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Empathy is often understood as the ability to share and understand another individual's state of mind or emotion. With the increasing use of chatbots in various domains, e.g., children seeking help with homework, individuals looking for…

Artificial Intelligence · Computer Science 2026-03-24 Kristina Schaaff , Caroline Reinig , Tim Schlippe

People naturally understand the emotions of-and often also empathize with-those around them. In this paper, we predict the emotional valence of an empathic listener over time as they listen to a speaker narrating a life story. We use the…

Computation and Language · Computer Science 2019-01-30 Zhi-Xuan Tan , Arushi Goel , Thanh-Son Nguyen , Desmond C. Ong

In this paper we describe our system designed for the WASSA 2018 Implicit Emotion Shared Task (IEST), which obtained 2$^{\text{nd}}$ place out of 26 teams with a test macro F1 score of $0.710$. The system is composed of a single pre-trained…

Computation and Language · Computer Science 2018-09-05 Jorge A. Balazs , Edison Marrese-Taylor , Yutaka Matsuo