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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…

人工智能 · 计算机科学 2024-04-30 Jin Wang , JinFei Wang , Shuying Dai , Jiqiang Yu , Keqin Li

We leverage different context windows when predicting the emotion of different utterances. New modules are included to realize variable-length context: 1) two speaker-aware units, which explicitly model inner- and inter-speaker dependencies…

计算与语言 · 计算机科学 2023-02-14 Xiaochen Zhang , Daniel Tang

Human conversation is organized by an implicit chain of thoughts that manifests as timed speech acts. Capturing this causal pathway is key to building natural full-duplex interactive systems. We introduce a framework that enables reasoning…

End-to-end task-oriented dialog models have achieved promising performance on collaborative tasks where users willingly coordinate with the system to complete a given task. While in non-collaborative settings, for example, negotiation and…

计算与语言 · 计算机科学 2019-12-02 Yu Li , Kun Qian , Weiyan Shi , Zhou Yu

Emotion recognition in conversation (ERC), the task of discerning human emotions for each utterance within a conversation, has garnered significant attention in human-computer interaction systems. Previous ERC studies focus on…

计算与语言 · 计算机科学 2025-03-04 Yumeng Fu , Junjie Wu , Zhongjie Wang , Meishan Zhang , Lili Shan , Yulin Wu , Bingquan Li

Emotion Recognition in Conversations (ERC) has been gaining increasing importance as conversational agents become more and more common. Recognizing emotions is key for effective communication, being a crucial component in the development of…

计算与语言 · 计算机科学 2023-06-06 Patrícia Pereira , Helena Moniz , Isabel Dias , Joao Paulo Carvalho

Large Language Models (LLMs) have shown strong potential as conversational agents. Yet, their effectiveness remains limited by deficiencies in robust long-term memory, particularly in complex, long-term web-based services such as online…

计算与语言 · 计算机科学 2026-02-03 Tiantian Chen , Jiaqi Lu , Ying Shen , Lin Zhang

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

计算与语言 · 计算机科学 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

计算与语言 · 计算机科学 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

The recognition of emotion and dialogue acts enriches conversational analysis and help to build natural dialogue systems. Emotion interpretation makes us understand feelings and dialogue acts reflect the intentions and performative…

计算与语言 · 计算机科学 2020-03-17 Chandrakant Bothe , Cornelius Weber , Sven Magg , Stefan Wermter

Large language models (LLMs) increasingly power mental-health chatbots, yet the field still lacks a scalable, theory-grounded way to decide which model is most effective to deploy. We present ESC-Judge, the first end-to-end evaluation…

计算与语言 · 计算机科学 2025-05-20 Navid Madani , Rohini Srihari

Speech recognition applications cover a range of different audio and text distributions, with different speaking styles, background noise, transcription punctuation and character casing. However, many speech recognition systems require…

计算与语言 · 计算机科学 2022-10-25 Sanchit Gandhi , Patrick von Platen , Alexander M. Rush

Many studies on dialog emotion analysis focus on utterance-level emotion only. These models hence are not optimized for dialog-level emotion detection, i.e. to predict the emotion category of a dialog as a whole. More importantly, these…

计算与语言 · 计算机科学 2022-03-24 Yequan Wang , Xuying Meng , Yiyi Liu , Aixin Sun , Yao Wang , Yinhe Zheng , Minlie Huang

Persuasive dialogue generation plays a vital role in decision-making, negotiation, counseling, and behavior change, yet it remains a challenging problem. In complex persuasion where the persuadee's internal states are not expressed clearly,…

计算与语言 · 计算机科学 2026-05-19 Dingyi Zhang , Ziqing Zhuang , Linhai Zhang , Ziyang Gao , Deyu Zhou

With the advancement of large language models, many dialogue systems are now capable of providing reasonable and informative responses to patients' medical conditions. However, when patients consult their doctor, they may experience…

计算与语言 · 计算机科学 2025-06-17 Shang-Chi Tsai , Yun-Nung Chen

Voice Assistants such as Alexa, Siri, and Google Assistant typically use a two-stage Spoken Language Understanding pipeline; first, an Automatic Speech Recognition (ASR) component to process customer speech and generate text transcriptions,…

计算与语言 · 计算机科学 2020-12-17 Subendhu Rongali , Beiye Liu , Liwei Cai , Konstantine Arkoudas , Chengwei Su , Wael Hamza

Emotion recognition is a critical task in human-computer interaction, enabling more intuitive and responsive systems. This study presents a multimodal emotion recognition system that combines low-level information from audio and text,…

音频与语音处理 · 电气工程与系统科学 2025-01-23 Shamin Bin Habib Avro , Taieba Taher , Nursadul Mamun

Existing emotional support conversation (ESC) systems mainly rely on end-to-end response generation or coarse strategy supervision, offering limited interpretability and little support for systematic skill improvement. We propose…

计算与语言 · 计算机科学 2026-05-28 Jie Zhu , Huaixia Dou , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang , Fang Kong

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

计算与语言 · 计算机科学 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

Mental health issues are worsening in today's competitive society, such as depression and anxiety. Traditional healings like counseling and chatbots fail to engage effectively, they often provide generic responses lacking emotional depth.…

计算与语言 · 计算机科学 2025-09-12 Yujia Chen , Changsong Li , Yiming Wang , Tianjie Ju , Qingqing Xiao , Nan Zhang , Zifan Kong , Peng Wang , Binyu Yan