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Existing datasets for audio understanding primarily focus on single-turn interactions (i.e. audio captioning, audio question answering) for describing audio in natural language, thus limiting understanding audio via interactive dialogue. To…

计算与语言 · 计算机科学 2024-04-12 Arushi Goel , Zhifeng Kong , Rafael Valle , Bryan Catanzaro

Medication recommendation is a crucial task for intelligent healthcare systems. Previous studies mainly recommend medications with electronic health records (EHRs). However, some details of interactions between doctors and patients may be…

计算与语言 · 计算机科学 2022-09-16 Zhenfeng He , Yuqiang Han , Zhenqiu Ouyang , Wei Gao , Hongxu Chen , Guandong Xu , Jian Wu

Non-task oriented dialogue systems have achieved great success in recent years due to largely accessible conversation data and the development of deep learning techniques. Given a context, current systems are able to yield a relevant and…

计算与语言 · 计算机科学 2020-04-10 Leyang Cui , Yu Wu , Shujie Liu , Yue Zhang , Ming Zhou

The fast growth of digital health systems has led to a need to better comprehend how they interpret and represent patient-reported symptoms. Chatbots have been used in healthcare to provide clinical support and enhance the user experience,…

机器学习 · 计算机科学 2025-12-02 Hamed Razavi

Dialogue systems for Automatic Differential Diagnosis (ADD) have a wide range of real-life applications. These dialogue systems are promising for providing easy access and reducing medical costs. Building end-to-end ADD dialogue systems…

计算与语言 · 计算机科学 2023-08-17 Srija Macherla , Man Luo , Mihir Parmar , Chitta Baral

It may be difficult for some individuals to open up and share their thoughts and feelings in front of a mental health expert. For those who are more at ease with a virtual agent, conversational agents can serve as an intermediate step in…

计算与语言 · 计算机科学 2021-11-17 Harsh Sakhrani , Saloni Parekh , Shubham Mahajan

Statistical spoken dialogue systems usually rely on a single- or multi-domain dialogue model that is restricted in its capabilities of modelling complex dialogue structures, e.g., relations. In this work, we propose a novel dialogue model…

Limited access to mental healthcare, extended wait times, and increasing capabilities of Large Language Models (LLMs) has led individuals to turn to LLMs for fulfilling their mental health needs. However, examining the multi-turn mental…

计算与语言 · 计算机科学 2025-05-29 Mohit Chandra , Siddharth Sriraman , Harneet Singh Khanuja , Yiqiao Jin , Munmun De Choudhury

Conversational diagnosis requires multi-turn history-taking, where an agent asks clarifying questions to refine differential diagnoses under incomplete information. Existing approaches often rely on the parametric knowledge of a model or…

人工智能 · 计算机科学 2026-02-04 Jeongmoon Won , Seungwon Kook , Yohan Jo

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

In face-to-face conversations, individuals need to switch between speaking and listening roles seamlessly. Existing 3D talking head generation models focus solely on speaking or listening, neglecting the natural dynamics of interactive…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Ziqiao Peng , Yanbo Fan , Haoyu Wu , Xuan Wang , Hongyan Liu , Jun He , Zhaoxin Fan

Conversational memory is the process by which humans encode, retain and retrieve verbal, non-verbal and contextual information from a conversation. Since human memory is selective, differing recollections of the same events can lead to…

计算与语言 · 计算机科学 2024-10-16 Maria Tsfasman , Bernd Dudzik , Kristian Fenech , Andras Lorincz , Catholijn M. Jonker , Catharine Oertel

The Covid-19 pandemic has caused a spur in the medical research literature. With new research advances in understanding the virus, there is a need for robust text mining tools which can process, extract and present answers from the…

信息检索 · 计算机科学 2021-08-04 Souvik Das , Sougata Saha , Rohini K. Srihari

We introduce dodecaDialogue: a set of 12 tasks that measures if a conversational agent can communicate engagingly with personality and empathy, ask questions, answer questions by utilizing knowledge resources, discuss topics and situations,…

计算与语言 · 计算机科学 2020-04-30 Kurt Shuster , Da Ju , Stephen Roller , Emily Dinan , Y-Lan Boureau , Jason Weston

In this paper, we introduce a novel Face-to-Face spoken dialogue model. It processes audio-visual speech from user input and generates audio-visual speech as the response, marking the initial step towards creating an avatar chatbot system…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Se Jin Park , Chae Won Kim , Hyeongseop Rha , Minsu Kim , Joanna Hong , Jeong Hun Yeo , Yong Man Ro

There has been growing interest in using neural networks and deep learning techniques to create dialogue systems. Conversational recommendation is an interesting setting for the scientific exploration of dialogue with natural language as…

机器学习 · 计算机科学 2019-03-05 Raymond Li , Samira Kahou , Hannes Schulz , Vincent Michalski , Laurent Charlin , Chris Pal

Recent advances in Multimodal Large Language Models have rapidly expanded to electrocardiograms, focusing on classification, report generation, and single-turn QA tasks. However, these models fall short in real-world scenarios, lacking…

人工智能 · 计算机科学 2026-01-29 Hyunseung Chung , Jungwoo Oh , Daeun Kyung , Jiho Kim , Yeonsu Kwon , Min-Gyu Kim , Edward Choi

Large language models show potential for scalable mental-health support by simulating Cognitive Behavioral Therapy (CBT) counselors. However, existing methods often rely on static cognitive profiles and omniscient single-agent simulation,…

计算与语言 · 计算机科学 2026-04-09 Chang Liu , Changsheng Ma , Yongfeng Tao , Bin Hu , Minqiang Yang

Although numerous datasets have been developed to support dialogue systems, most existing chit-chat datasets overlook the cultural nuances inherent in natural human conversations. To address this gap, we introduce SEADialogues, a culturally…

In order to better simulate the real human conversation process, models need to generate dialogue utterances based on not only preceding textual contexts but also visual contexts. However, with the development of multi-modal dialogue…

计算与语言 · 计算机科学 2021-09-29 Shuhe Wang , Yuxian Meng , Xiaoya Li , Xiaofei Sun , Rongbin Ouyang , Jiwei Li