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The most meaningful connections between people are often fostered through expression of shared vulnerability and emotional experiences in personal narratives. We introduce a new task of identifying similarity in personal stories based on…

Computation and Language · Computer Science 2023-12-07 Jocelyn Shen , Maarten Sap , Pedro Colon-Hernandez , Hae Won Park , Cynthia Breazeal

Emotions exert an immense influence over human behavior and cognition in both commonplace and high-stress tasks. Discussions of whether or how to integrate large language models (LLMs) into everyday life (e.g., acting as proxies for, or…

Artificial Intelligence · Computer Science 2025-08-21 Mattson Ogg , Chace Ashcraft , Ritwik Bose , Raphael Norman-Tenazas , Michael Wolmetz

Large Language Model (LLM)-enhanced agents become increasingly prevalent in Human-AI communication, offering vast potential from entertainment to professional domains. However, current multi-modal dialogue systems overlook the acoustic…

Computation and Language · Computer Science 2024-06-19 Haoqiu Yan , Yongxin Zhu , Kai Zheng , Bing Liu , Haoyu Cao , Deqiang Jiang , Linli Xu

Understanding emotions accurately is essential for fields like human-computer interaction. Due to the complexity of emotions and their multi-modal nature (e.g., emotions are influenced by facial expressions and audio), researchers have…

Computer Vision and Pattern Recognition · Computer Science 2025-01-17 Qize Yang , Detao Bai , Yi-Xing Peng , Xihan Wei

In this work, we explore the dependencies between speaker recognition and emotion recognition. We first show that knowledge learned for speaker recognition can be reused for emotion recognition through transfer learning. Then, we show the…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-13 Raghavendra Pappagari , Tianzi Wang , Jesus Villalba , Nanxin Chen , Najim Dehak

Large Language Models (LLMs) have demonstrated a number of human-like abilities, however the empathic understanding and emotional state of LLMs is yet to be aligned to that of humans. In this work, we investigate how the emotional state of…

Artificial Intelligence · Computer Science 2024-02-08 Ciaran Regan , Nanami Iwahashi , Shogo Tanaka , Mizuki Oka

Virtual and robotic agents capable of perceiving human empathy have the potential to participate in engaging and meaningful human-machine interactions that support human well-being. Prior research in computational empathy has focused on…

Robotics · Computer Science 2021-08-02 Leena Mathur , Micol Spitale , Hao Xi , Jieyun Li , Maja J Matarić

In this report we described our approach achieves $53\%$ of unweighted accuracy over $7$ emotions and $0.05$ and $0.09$ mean squared errors for arousal and valence in OMG emotion recognition challenge. Our results were obtained with…

Artificial Intelligence · Computer Science 2018-05-04 Grigoriy Sterling , Andrey Belyaev , Maxim Ryabov

Speech-comprehension difficulties are common among older people. Standard speech tests do not fully capture such difficulties because the tests poorly resemble the context-rich, story-like nature of ongoing conversation and are typically…

Computation and Language · Computer Science 2025-03-04 Björn Herrmann

This study examined which variables predicted the sense of presence (being there) in an immersive audio experience, with a focus on the impacts of immersion technology (headphones with spatialised sound versus speaker with 2D stereo sound),…

Human-Computer Interaction · Computer Science 2024-06-11 Isabelle Verhulst , Rich Hemming , Adam Ganz , James Bennett , Rachel Donnelly , Dawn Watling , Polly Dalton

Human acceptance of social robots is greatly effected by empathy and perceived understanding. This necessitates accurate and flexible responses to various input data from the user. While systems such as this can become increasingly complex…

Robotics · Computer Science 2024-12-31 Jordan Sinclair , Christopher Reardon

Conversations contain a wide spectrum of multimodal information that gives us hints about the emotions and moods of the speaker. In this paper, we developed a system that supports humans to analyze conversations. Our main contribution is…

Human-Computer Interaction · Computer Science 2020-01-29 Joshua Y. Kim , Greyson Y. Kim , Kalina Yacef

This paper shows how LLMs (Large Language Models) may be used to estimate a summary of the emotional state associated with piece of text. The summary of emotional state is a dictionary of words used to describe emotion together with the…

Computation and Language · Computer Science 2023-10-18 David Sinclair , Willem Pye

Speech intelligibility can be affected by multiple factors, such as noisy environments, channel distortions or physiological issues. In this work, we deal with the problem of automatic prediction of the speech intelligibility level in this…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-06 Ascensión Gallardo-Antolín , Juan M. Montero

We introduce the concept of "empathic grounding" in conversational agents as an extension of Clark's conceptualization of grounding in conversation in which the grounding criterion includes listener empathy for the speaker's affective…

Human-Computer Interaction · Computer Science 2024-07-03 Mehdi Arjmand , Farnaz Nouraei , Ian Steenstra , Timothy Bickmore

Empathetic response generation endows agents with the capability to comprehend dialogue contexts and react to expressed emotions. Previous works predominantly focus on leveraging the speaker's emotional labels, but ignore the importance of…

Computation and Language · Computer Science 2024-08-22 Xinhao Chen , Chong Yang , Man Lan , Li Cai , Yang Chen , Tu Hu , Xinlin Zhuang , Aimin Zhou

Multimodal sentiment analysis benefits various applications such as human-computer interaction and recommendation systems. It aims to infer the users' bipolar ideas using visual, textual, and acoustic signals. Although researchers affirm…

Machine Learning · Computer Science 2021-06-29 Sana Rahmani , Saeid Hosseini , Raziyeh Zall , Mohammad Reza Kangavari , Sara Kamran , Wen Hua

The goal of our research is to automatically retrieve the satisfaction and the frustration in real-life call-center conversations. This study focuses an industrial application in which the customer satisfaction is continuously tracked down…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-10 Manon Macary , Marie Tahon , Yannick Estève , Daniel Luzzati

When someone claims to be empathic, it does not necessarily mean they are perceived as empathic by the person receiving it. Empathy promotes supportive communication, yet the relationship between listeners' trait and state empathy and…

Human-Computer Interaction · Computer Science 2025-09-23 Md Rakibul Hasan , Md Zakir Hossain , Aneesh Krishna , Shafin Rahman , Tom Gedeon

The development of Large Language Models (LLMs) provides human-centered Artificial General Intelligence (AGI) with a glimmer of hope. Empathy serves as a key emotional attribute of humanity, playing an irreplaceable role in human-centered…

Artificial Intelligence · Computer Science 2024-08-26 Linzhuang Sun , Yao Dong , Nan Xu , Jingxuan Wei , Bihui Yu , Yin Luo
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