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Empathetic speech dialogue requires not only understanding linguistic content but also perceiving rich paralinguistic information such as prosody, tone, and emotional intensity for affective understandings. Existing speech-to-speech large…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-26 Zhuoyue Gao , Xiaohui Wang , Xiaocui Yang , Wen Zhang , Daling Wang , Shi Feng , Yifei Zhang

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

As the use of interactive machines grow, the task of Emotion Recognition in Conversation (ERC) became more important. If the machine-generated sentences reflect emotion, more human-like sympathetic conversations are possible. Since emotion…

Computation and Language · Computer Science 2022-04-22 Joosung Lee , Wooin Lee

Valuable decisions and highly prioritized analysis now depend on applications such as facial biometrics, social media photo tagging, and human robots interactions. However, the ability to successfully deploy such applications is based on…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Martha Teiko Teye , Yaw Marfo Missah , Emmanuel Ahene , Twum Frimpong , Auxane Boch

Discourse signals are often implicit, leaving it up to the interpreter to draw the required inferences. At the same time, discourse is embedded in a social context, meaning that interpreters apply their own assumptions and beliefs when…

Computation and Language · Computer Science 2021-04-12 Elisa Ferracane , Greg Durrett , Junyi Jessy Li , Katrin Erk

Empathy, which is widely used in psychological counselling, is a key trait of everyday human conversations. Equipped with commonsense knowledge, current approaches to empathetic response generation focus on capturing implicit emotion within…

Computation and Language · Computer Science 2022-11-15 Lanrui Wang , Jiangnan Li , Zheng Lin , Fandong Meng , Chenxu Yang , Weiping Wang , Jie Zhou

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

We propose ChatGPT-EDSS, an empathetic dialogue speech synthesis (EDSS) method using ChatGPT for extracting dialogue context. ChatGPT is a chatbot that can deeply understand the content and purpose of an input prompt and appropriately…

Sound · Computer Science 2023-05-24 Yuki Saito , Shinnosuke Takamichi , Eiji Iimori , Kentaro Tachibana , Hiroshi Saruwatari

The ability to understand emotions is an essential component of human-like artificial intelligence, as emotions greatly influence human cognition, decision making, and social interactions. In addition to emotion recognition in…

Computation and Language · Computer Science 2024-07-09 Fanfan Wang , Heqing Ma , Jianfei Yu , Rui Xia , Erik Cambria

Empathy is an important characteristic to be considered when building a more intelligent and humanized dialogue agent. However, existing methods did not fully comprehend empathy as a complex process involving three aspects: cognition,…

Computation and Language · Computer Science 2023-02-23 Pan Gao , Donghong Han , Rui Zhou , Xuejiao Zhang , Zikun Wang

This article presents two studies conducted with an affective dialogue system in which text-based system-user communication was used to model, generate, and present different affective and social interaction scenarios. We specifically…

Human-Computer Interaction · Computer Science 2014-06-09 Marcin Skowron , Stefan Rank , Aleksandra Świderska , Dennis Küster , Arvid Kappas

Short feedback responses, such as backchannels, play an important role in spoken dialogue. So far, most of the modeling of feedback responses has focused on their timing, often neglecting how their lexical and prosodic form influence their…

Computation and Language · Computer Science 2024-09-25 Livia Qian , Gabriel Skantze

In empathetic conversations, humans express their empathy to others with empathetic intents. However, most existing empathetic conversational methods suffer from a lack of empathetic intents, which leads to monotonous empathy. To address…

Computation and Language · Computer Science 2022-04-27 Mao Yan Chen , Siheng Li , Yujiu Yang

Empathy is a complex cognitive ability based on the reasoning of others' affective states. In order to better understand others and express stronger empathy in dialogues, we argue that two issues must be tackled at the same time: (i)…

Computation and Language · Computer Science 2021-09-22 Hyunwoo Kim , Byeongchang Kim , Gunhee Kim

Empathy involves understanding other people's situation, perspective, and feelings. In clinical interactions, it helps clinicians establish rapport with a patient and support patient-centered care and decision making. Understanding…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-03 Zhuohao Chen , James Gibson , Ming-Chang Chiu , Qiaohong Hu , Tara K Knight , Daniella Meeker , James A Tulsky , Kathryn I Pollak , Shrikanth Narayanan

Sentiment analysis is a crucial task that aims to understand people's emotional states and predict emotional categories based on multimodal information. It consists of several subtasks, such as emotion recognition in conversation (ERC),…

Computation and Language · Computer Science 2023-09-06 Zaijing Li , Ting-En Lin , Yuchuan Wu , Meng Liu , Fengxiao Tang , Ming Zhao , Yongbin Li

Conversational Speech Synthesis (CSS) aims to accurately express an utterance with the appropriate prosody and emotional inflection within a conversational setting. While recognising the significance of CSS task, the prior studies have not…

Computation and Language · Computer Science 2023-12-20 Rui Liu , Yifan Hu , Yi Ren , Xiang Yin , Haizhou Li

An important aspect of human conversation difficult for machines is conversing with empathy, which is to understand the user's emotion and respond appropriately. Recent neural conversation models that attempted to generate empathetic…

Computation and Language · Computer Science 2021-12-30 Jamin Shin , Peng Xu , Andrea Madotto , Pascale Fung

Computational detection and understanding of empathy is an important factor in advancing human-computer interaction. Yet to date, text-based empathy prediction has the following major limitations: It underestimates the psychological…

Computation and Language · Computer Science 2018-08-31 Sven Buechel , Anneke Buffone , Barry Slaff , Lyle Ungar , João Sedoc

Empathy is critical for effective and satisfactory conversational communication. Prior efforts to measure conversational empathy mostly focus on expressed communicative intents -- that is, the way empathy is expressed. Yet, these works…

Computation and Language · Computer Science 2024-10-15 Zhichao Xu , Jiepu Jiang