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Emotional language generation is one of the keys to human-like artificial intelligence. Humans use different type of emotions depending on the situation of the conversation. Emotions also play an important role in mediating the engagement…

Computation and Language · Computer Science 2019-11-27 Sashank Santhanam , Samira Shaikh

Recent advances in neurosciences and psychology have provided evidence that affective phenomena pervade intelligence at many levels, being inseparable from the cognitionaction loop. Perception, attention, memory, learning, decisionmaking,…

Artificial Intelligence · Computer Science 2008-09-30 Luis Paulo Reis , Daria Barteneva , Nuno Lau

Empathetic response from the therapist is key to the success of clinical psychotherapy, especially motivational interviewing. Previous work on computational modelling of empathy in motivational interviewing has focused on offline,…

Computation and Language · Computer Science 2021-05-21 Zixiu Wu , Rim Helaoui , Vivek Kumar , Diego Reforgiato Recupero , Daniele Riboni

A central challenge in affective computing is determining appropriate empathy levels for different interaction contexts. Prior work has characterized two poles: task-focused interactions, where empathy demand is near zero, and emotional…

Human-Computer Interaction · Computer Science 2026-05-29 Tao Wang , Chi-Ching Juan

Empathy is a cognitive and emotional reaction to an observed situation of others. Empathy has recently attracted interest because it has numerous applications in psychology and AI, but it is unclear how different forms of empathy (e.g.,…

Computation and Language · Computer Science 2022-05-26 Damilola Omitaomu , Shabnam Tafreshi , Tingting Liu , Sven Buechel , Chris Callison-Burch , Johannes Eichstaedt , Lyle Ungar , João Sedoc

Effective feature representations play a critical role in enhancing the performance of text generation models that rely on deep neural networks. However, current approaches suffer from several drawbacks, such as the inability to capture the…

Computation and Language · Computer Science 2024-02-27 Omama Hamad , Ali Hamdi , Khaled Shaban

Empathy is a critical factor in fostering positive user experiences in conversational AI. While models can display empathy, it is often generic rather than tailored to specific tasks and contexts. In this work, we introduce a novel…

Human-Computer Interaction · Computer Science 2025-11-06 Erfan Shayegani , Jina Suh , Andy Wilson , Nagu Rangan , Javier Hernandez

Empathy is widely used in many disciplines such as philosophy, sociology, psychology, health care. Ability to empathise with software end-users seems to be a vital skill software developers should possess. This is because engineering…

Software Engineering · Computer Science 2023-05-09 Hashini Gunatilake , John Grundy , Ingo Mueller , Rashina Hoda

This paper introduces CORAE, a novel web-based open-source tool for COntinuous Retrospective Affect Evaluation, designed to capture continuous affect data about interpersonal perceptions in dyadic interactions. Grounded in behavioral…

Human-Computer Interaction · Computer Science 2023-06-30 Michael J. Sack , Maria Teresa Parreira , Jenny Fu , Asher Lipman , Hifza Javed , Nawid Jamali , Malte Jung

The objective of the Multiple Appropriate Facial Reaction Generation (MAFRG) task is to produce contextually appropriate and diverse listener facial behavioural responses based on the multimodal behavioural data of the conversational…

Computer Vision and Pattern Recognition · Computer Science 2024-07-25 Guanyu Hu , Jie Wei , Siyang Song , Dimitrios Kollias , Xinyu Yang , Zhonglin Sun , Odysseus Kaloidas

The CoCoMo model proposes a computational solution to the challenge of incorporating ethical and emotional intelligence considerations into AI systems, with the aim of creating AI agents that combine knowledge with compassion. To achieve…

Other Computer Science · Computer Science 2023-04-11 Edward Y. Chang

Empathy requires perspective-taking: empathetic responses require a person to reason about what another has experienced and communicate that understanding in language. However, most NLP approaches to empathy do not explicitly model this…

Computation and Language · Computer Science 2024-05-03 Jiamin Yang , David Jurgens

Recent research shows that greater numbers of people are turning to Large Language Models (LLMs) for emotional support, and that people rate LLM responses as more empathic than human-written responses. We suggest a reason for this success:…

Computation and Language · Computer Science 2026-04-10 Emma Gueorguieva , Hongli Zhan , Jina Suh , Javier Hernandez , Tatiana Lau , Junyi Jessy Li , Desmond C. Ong

Large Language Models' (LLMs) ability to converse naturally is empowered by their ability to empathetically understand and respond to their users. However, emotional experiences are shaped by demographic and cultural contexts. This raises…

Computation and Language · Computer Science 2025-10-28 Ananya Malik , Nazanin Sabri , Melissa Karnaze , Mai Elsherief

Empathetic dialogue is an indispensable part of building harmonious social relationships and contributes to the development of a helpful AI. Previous approaches are mainly based on fine small-scale language models. With the advent of…

Computation and Language · Computer Science 2024-07-29 Yushan Qian , Wei-Nan Zhang , Ting Liu

Multimodal emotion recognition is crucial for future human-computer interaction. However, accurate emotion recognition still faces significant challenges due to differences between different modalities and the difficulty of characterizing…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Haoyang Zhang , Zhou Yang , Ke Sun , Yucai Pang , Guoliang Xu

Identifying and resolving conflicts of interests is a key challenge when designing autonomous agents. For example, such conflicts often occur when complex information systems interact persuasively with humans and are in the future likely to…

Multiagent Systems · Computer Science 2019-02-22 Timotheus Kampik , Juan Carlos Nieves , Helena Lindgren

Multimodal sentiment analysis has emerged as a critical tool for understanding human emotions across diverse communication channels. While existing methods have made significant strides, they often struggle to effectively differentiate and…

Machine Learning · Computer Science 2025-04-01 Jiahao Qin , Feng Liu , Lu Zong

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

As artificial intelligence (AI) systems become increasingly embedded in everyday life, the ability of interactive agents to express empathy has become critical for effective human-AI interaction, particularly in emotionally sensitive…

Human-Computer Interaction · Computer Science 2025-12-24 Sung Park , Daeho Yoon , Jungmin Lee
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