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Multimodal Large Language Models (MLLMs) have shown remarkable progress in visual reasoning and understanding tasks but still struggle to capture the complexity and subjectivity of human emotions. Existing approaches based on supervised…

人工智能 · 计算机科学 2026-03-02 Yiyang Fang , Wenke Huang , Pei Fu , Yihao Yang , Kehua Su , Zhenbo Luo , Jian Luan , Mang Ye

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…

声音 · 计算机科学 2024-07-30 Hongfei Xue , Yuhao Liang , Bingshen Mu , Shiliang Zhang , Mengzhe Chen , Qian Chen , Lei Xie

Decoding and expressing brain activity in a comprehensible form is a challenging frontier in AI. This paper presents Thought2Text, which uses instruction-tuned Large Language Models (LLMs) fine-tuned with EEG data to achieve this goal. The…

计算与语言 · 计算机科学 2025-12-02 Abhijit Mishra , Shreya Shukla , Jose Torres , Jacek Gwizdka , Shounak Roychowdhury

In this paper, a pragmatic semantic communication framework that enables effective goal-oriented information sharing between two-intelligent agents is proposed. In particular, semantics is defined as the causal state that encapsulates the…

信息论 · 计算机科学 2023-12-01 Christo Kurisummoottil Thomas , Emilio Calvanese Strinati , Walid Saad

Indirect speech such as sarcasm achieves a constellation of discourse goals in human communication. While the indirectness of figurative language warrants speakers to achieve certain pragmatic goals, it is challenging for AI agents to…

计算与语言 · 计算机科学 2022-03-15 Shivani Kumar , Atharva Kulkarni , Md Shad Akhtar , Tanmoy Chakraborty

Emotional support conversation (ESC) task can utilize various support strategies to help people relieve emotional distress and overcome the problem they face, which has attracted much attention in these years. However, most state-of-the-art…

计算与语言 · 计算机科学 2023-02-16 Xiaohan Xu , Xuying Meng , Yequan Wang

Emotional support plays an important role in dialogue systems, and its success depends on adapting to a user's evolving and implicit needs across multi-turn interactions while leveraging the strong reasoning capacity of large language…

计算与语言 · 计算机科学 2026-05-29 Mufan Xu , Kehai Chen , Jiahao Hu , Xinchao Xu , Muyun Yang , Tiejun Zhao , Min Zhang

There has been significant progress in emotional Text-To-Speech (TTS) synthesis technology in recent years. However, existing methods primarily focus on the synthesis of a limited number of emotion types and have achieved unsatisfactory…

声音 · 计算机科学 2023-06-02 Haobin Tang , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Speech Language Models (SLMs) have made significant progress in spoken language understanding. Yet it remains unclear whether they can fully perceive non lexical vocal cues alongside spoken words, and respond with empathy that aligns with…

计算与语言 · 计算机科学 2026-03-06 Li Zhou , Lutong Yu , You Lyu , Yihang Lin , Zefeng Zhao , Junyi Ao , Yuhao Zhang , Benyou Wang , Haizhou Li

AI companion chatbots are increasingly used for emotional support, with prior work in the domain predominantly documenting their mixed psychosocial impacts, including both increased emotional expression and heightened loneliness. However,…

人机交互 · 计算机科学 2026-03-25 Olivia Yan Huang , Monika Stodolska , Sharifa Sultana

Emotion and intent recognition from speech is essential and has been widely investigated in human-computer interaction. The rapid development of social media platforms, chatbots, and other technologies has led to a large volume of speech…

声音 · 计算机科学 2025-07-11 Zhao Ren , Rathi Adarshi Rammohan , Kevin Scheck , Sheng Li , Tanja Schultz

The integration of emotional support into various conversational scenarios presents profound societal benefits, such as social interactions, mental health counseling, and customer service. However, there are unsolved challenges that hinder…

计算与语言 · 计算机科学 2023-08-23 Zhonghua Zheng , Lizi Liao , Yang Deng , Liqiang Nie

Emotion Recognition in Conversations (ERC) is an important and active research area. Recent work has shown the benefits of using multiple modalities (e.g., text, audio, and video) for the ERC task. In a conversation, participants tend to…

计算与语言 · 计算机科学 2022-11-08 Harsh Agarwal , Keshav Bansal , Abhinav Joshi , Ashutosh Modi

Linguistic entrainment, or alignment, represents a phenomenon where linguistic patterns employed by conversational participants converge to one another. While entrainment has been shown to produce a more natural user experience, most…

计算与语言 · 计算机科学 2024-04-05 Nalin Kumar , Ondřej Dušek

This paper describes ESPnet2-TTS, an end-to-end text-to-speech (E2E-TTS) toolkit. ESPnet2-TTS extends our earlier version, ESPnet-TTS, by adding many new features, including: on-the-fly flexible pre-processing, joint training with neural…

Multilingual end-to-end (E2E) models have shown great promise in expansion of automatic speech recognition (ASR) coverage of the world's languages. They have shown improvement over monolingual systems, and have simplified training and…

音频与语音处理 · 电气工程与系统科学 2019-09-13 Anjuli Kannan , Arindrima Datta , Tara N. Sainath , Eugene Weinstein , Bhuvana Ramabhadran , Yonghui Wu , Ankur Bapna , Zhifeng Chen , Seungji Lee

In emotional support conversations, unclear intentions can lead supporters to employ inappropriate strategies, inadvertently imposing their expectations or solutions on the seeker. Clearly defined intentions are essential for guiding both…

计算与语言 · 计算机科学 2025-06-09 Xinjie Zhang , Wenxuan Wang , Qin Jin

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…

计算与语言 · 计算机科学 2019-11-27 Sashank Santhanam , Samira Shaikh

Providing emotional support through dialogue systems is becoming increasingly important in today's world, as it can support both mental health and social interactions in many conversation scenarios. Previous works have shown that using…

计算与语言 · 计算机科学 2024-03-08 Seunghee Han , Se Jin Park , Chae Won Kim , Yong Man Ro

One of the major drawbacks of modularized task-completion dialogue systems is that each module is trained individually, which presents several challenges. For example, downstream modules are affected by earlier modules, and the performance…

计算与语言 · 计算机科学 2018-02-13 Xiujun Li , Yun-Nung Chen , Lihong Li , Jianfeng Gao , Asli Celikyilmaz