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Empathetic response generation aims to comprehend the cognitive and emotional states in dialogue utterances and generate proper responses. Psychological theories posit that comprehending emotional and cognitive states necessitates…

Computation and Language · Computer Science 2024-06-04 Zhou Yang , Zhaochun Ren , Yufeng Wang , Chao Chen , Haizhou Sun , Xiaofei Zhu , Xiangwen Liao

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-11 Soumya Dutta

Evaluating the emotional intelligence (EI) of audio language models (ALMs) is critical. However, existing benchmarks mostly rely on synthesized speech, are limited to single-turn interactions, and depend heavily on open-ended scoring. This…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-27 Shuiyuan Wang , Zhixian Zhao , Hongfei Xue , Chengyou Wang , Shuai Wang , Hui Bu , Xin Xu , Lei Xie

Towards human-like dialogue systems, current emotional dialogue approaches jointly model emotion and semantics with a unified neural network. This strategy tends to generate safe responses due to the mutual restriction between emotion and…

Computation and Language · Computer Science 2024-10-02 Yushan Qian , Bo Wang , Shangzhao Ma , Wu Bin , Shuo Zhang , Dongming Zhao , Kun Huang , Yuexian Hou

Audio-driven talking-head synthesis is a popular research topic for virtual human-related applications. However, the inflexibility and inefficiency of existing methods, which necessitate expensive end-to-end training to transfer emotions…

Sound · Computer Science 2023-10-13 Yuan Gan , Zongxin Yang , Xihang Yue , Lingyun Sun , Yi Yang

Large Language Models (LLMs) have demonstrated remarkable abilities across numerous disciplines, primarily assessed through tasks in language generation, knowledge utilization, and complex reasoning. However, their alignment with human…

Artificial Intelligence · Computer Science 2023-07-31 Xuena Wang , Xueting Li , Zi Yin , Yue Wu , Liu Jia

Emotional Text-to-Speech (E-TTS) synthesis has garnered significant attention in recent years due to its potential to revolutionize human-computer interaction. However, current E-TTS approaches often struggle to capture the intricacies of…

Computation and Language · Computer Science 2025-02-20 Zhi-Qi Cheng , Xiang Li , Jun-Yan He , Junyao Chen , Xiaomao Fan , Xiaojiang Peng , Alexander G. Hauptmann

Emotional intelligence (EI), the ability to perceive, understand, and respond appropriately to others' emotional states, is central to human communication, and increasingly important to assess as LLMs assume conversational roles in everyday…

Artificial Intelligence · Computer Science 2026-05-29 Kate M. Lubrano , Faisal Sayed , Ankita Rathod , Akshansh , Craver Corbyn Thomas-Smith , Mark E. Whiting , Karina Nguyen

This study focuses on emotion-sensitive spoken dialogue in human-machine speech interaction. With the advancement of Large Language Models (LLMs), dialogue systems can handle multimodal data, including audio. Recent models have enhanced the…

Sound · Computer Science 2024-07-30 Hongfei Xue , Yuhao Liang , Bingshen Mu , Shiliang Zhang , Mengzhe Chen , Qian Chen , Lei Xie

Driven by the rapid advancement of Large Language Models (LLMs), particularly Audio-LLMs and Omni-models, spoken dialogue systems have evolved significantly, progressively narrowing the gap between human-machine and human-human…

End-to-end Spoken Language Models (SLMs) hold great potential for paralinguistic perception, and numerous studies have aimed to enhance their capabilities, particularly for empathetic dialogue. However, current approaches largely depend on…

Computation and Language · Computer Science 2026-01-27 Yuhang Jia , Pei Liu , Haoqin Sun , Jiaming Zhou , Xuxin Cheng , Cao Liu , Ke Zeng , Xunliang Cai , Yong Qin

Automated dialogue systems are important applications of artificial intelligence, and traditional systems struggle to understand user emotions and provide empathetic feedback. This study integrates emotional intelligence technology into…

Artificial Intelligence · Computer Science 2024-04-30 Jin Wang , JinFei Wang , Shuying Dai , Jiqiang Yu , Keqin Li

As large language models (LLMs) are increasingly integrated into emotionally sensitive domains, the structural integrity of their emotional intelligence (EI) becomes a critical frontier for safety and alignment. Current benchmarks often…

Artificial Intelligence · Computer Science 2026-05-26 Minghao Lv , Lu Chen , Enchang Zhang , Anji Zhou , Xiaoran Xue , Hanyi Zhang , Fenghua Tang , Zhuo Rachel Han , Mengyue Wu

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

Speech emotions play a crucial role in human-computer interaction, shaping engagement and context-aware communication. Despite recent advances in spoken dialogue systems, a holistic system for evaluating emotional reasoning is still…

The consistency of a response to a given post at semantic-level and emotional-level is essential for a dialogue system to deliver human-like interactions. However, this challenge is not well addressed in the literature, since most of the…

Computation and Language · Computer Science 2021-06-08 Wei Wei , Jiayi Liu , Xianling Mao , Guibing Guo , Feida Zhu , Pan Zhou , Yuchong Hu

Human emotion is expressed in many communication modalities and media formats and so their computational study is equally diversified into natural language processing, audio signal analysis, computer vision, etc. Similarly, the large…

Machine Learning · Computer Science 2023-08-16 Sven Buechel , Udo Hahn

Empathy is central to human connection, yet people often struggle to express it effectively. In blinded evaluations, large language models (LLMs) generate responses that are often judged more empathic than human-written ones. Yet when a…

Computation and Language · Computer Science 2026-03-17 Aakriti Kumar , Nalin Poungpeth , Diyi Yang , Bruce Lambert , Matthew Groh

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 ruling method in modern Artificial Intelligence spanning from Deep Reinforcement Learning (DRL) to Large Language Models (LLMs) relies on a surge of static, externally defined reward functions. While this "extrinsic maximization"…

Machine Learning · Computer Science 2025-12-30 Dhruv Tiwari
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