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Existing depression screening predominantly relies on standardized questionnaires (e.g., PHQ-9, BDI), which suffer from high misdiagnosis rates (18-34% in clinical studies) due to their static, symptom-counting nature and susceptibility to…

神经元与认知 · 定量生物学 2025-04-24 Zhenguang Zhong , Zhixuan Wang

Effective human-agent collaboration is increasingly prevalent in real-world applications. Current trends in such collaborations are predominantly unidirectional, with users providing instructions or posing questions to agents, where agents…

人工智能 · 计算机科学 2025-12-16 Emre Can Acikgoz , Jinoh Oh , Jie Hao , Joo Hyuk Jeon , Heng Ji , Dilek Hakkani-Tür , Gokhan Tur , Xiang Li , Chengyuan Ma , Xing Fan

Experience intervention in web agents emerges as a promising technical paradigm, enhancing agent interaction capabilities by providing valuable insights from accumulated experiences. However, existing methods predominantly inject experience…

计算与语言 · 计算机科学 2026-04-16 Wenyuan Zhang , Xinghua Zhang , Haiyang Yu , Shuaiyi Nie , Bingli Wu , Juwei Yue , Tingwen Liu , Yongbin Li

The current research on Role-Playing Conversational Agents (RPCAs) with Large Language Models (LLMs) primarily focuses on imitating specific speaking styles and utilizing character backgrounds, neglecting the depiction of deeper personality…

计算与语言 · 计算机科学 2025-02-07 Tao Yang , Yuhua Zhu , Xiaojun Quan , Cong Liu , Qifan Wang

Personalized dialogue requires more than recalling explicit user histories: systems also need to infer hidden user states that evolve through interaction and shape appropriate response strategies. Existing memory- and profile-based methods…

计算与语言 · 计算机科学 2026-05-26 Jiani Luo , Xiaoyan Zhao , Yang Zhang , Shuyi Miao , Bingbing Xu , Stefan Konigorski , Tat-Seng Chua

This study provides the first comprehensive evaluation of large language model (LLM) performance across three counseling roles in Japanese-language therapeutic contexts. We simultaneously assessed counselor artificial intelligence (AI)…

计算与语言 · 计算机科学 2025-07-09 Keita Kiuchi , Yoshikazu Fujimoto , Hideyuki Goto , Tomonori Hosokawa , Makoto Nishimura , Yosuke Sato , Izumi Sezai

Training dialog policies for speech-based virtual assistants requires a plethora of conversational data. The data collection phase is often expensive and time consuming due to human involvement. To address this issue, a common solution is…

计算与语言 · 计算机科学 2019-11-11 Maryam Fazel-Zarandi , Longshaokan Wang , Aditya Tiwari , Spyros Matsoukas

Dialogue state modules are a useful component in a task-oriented dialogue system. Traditional methods find dialogue states by manually labeling training corpora, upon which neural models are trained. However, the labeling process can be…

计算与语言 · 计算机科学 2020-08-14 Qingkai Min , Libo Qin , Zhiyang Teng , Xiao Liu , Yue Zhang

World models have been widely utilized in robotics, gaming, and auto-driving. However, their applications on natural language tasks are relatively limited. In this paper, we construct the dialogue world model, which could predict the user's…

计算与语言 · 计算机科学 2025-09-29 Yue Zhao , Xiaoyu Wang , Dan Wang , Zhonglin Jiang , Qingqing Gu , Teng Chen , Ningyuan Xi , Jinxian Qu , Yong Chen , Luo Ji

Providing dialogue agents with a profile representation can improve their consistency and coherence, leading to better conversations. However, current profile-based dialogue datasets for training such agents contain either explicit profile…

计算与语言 · 计算机科学 2024-08-28 Daniela Occhipinti , Serra Sinem Tekiroglu , Marco Guerini

Prompting is central to interaction with AI systems, yet many users struggle to explore alternative directions, articulate creative intent, or understand how variations in prompts shape model outputs. We introduce prompt recommender systems…

人机交互 · 计算机科学 2026-01-23 Jason Kim , Maria Teleki , James Caverlee

Conversational Product Search ( CPS ) systems interact with users via natural language to offer personalized and context-aware product lists. However, most existing research on CPS is limited to simulated conversations, due to the lack of a…

计算与语言 · 计算机科学 2025-04-29 Jie Zou , Mohammad Aliannejadi , Evangelos Kanoulas , Shuxi Han , Heli Ma , Zheng Wang , Yang Yang , Heng Tao Shen

Objectives: While Large Language Models (LLMs) have been widely used to assist clinicians and support patients, no existing work has explored dialogue systems for standard diagnostic interviews and assessments. This study aims to bridge the…

计算与语言 · 计算机科学 2025-05-01 Sichang Tu , Abigail Powers , Stephen Doogan , Jinho D. Choi

Conversational Recommender Systems (CRSs) deliver personalised recommendations through multi-turn natural language dialogue and increasingly support both task-oriented and exploratory interactions. Yet, the factors shaping user interaction…

人机交互 · 计算机科学 2025-08-05 Raj Mahmud , Shlomo Berkovsky , Mukesh Prasad , A. Baki Kocaballi

Recommender systems are software applications that help users find items of interest in situations of information overload in a personalized way, using knowledge about the needs and preferences of individual users. In conversational…

人工智能 · 计算机科学 2022-02-10 Tommaso Di Noia , Francesco Donini , Dietmar Jannach , Fedelucio Narducci , Claudio Pomo

Using robots in educational contexts has already shown to be beneficial for a student's learning and social behaviour. For levitating them to the next level of providing more effective and human-like tutoring, the ability to adapt to the…

机器人学 · 计算机科学 2022-12-21 Matthias Kraus , Diana Betancourt , Wolfgang Minker

Customer service chatbots are increasingly expected to serve not merely as reactive support tools for users, but as strategic interfaces for harvesting high-value information and business intelligence. In response, we make three main…

人工智能 · 计算机科学 2026-04-17 Chen Huang , Zitan Jiang , Changyi Zou , Wenqiang Lei , See-Kiong Ng

Great research interests have been attracted to devise AI services that are able to provide mental health support. However, the lack of corpora is a main obstacle to this research, particularly in Chinese language. In this paper, we propose…

计算与语言 · 计算机科学 2021-06-04 Hao Sun , Zhenru Lin , Chujie Zheng , Siyang Liu , Minlie Huang

Interpretability tools that offer explanations in the form of a dialogue have demonstrated their efficacy in enhancing users' understanding (Slack et al., 2023; Shen et al., 2023), as one-off explanations may fall short in providing…

计算与语言 · 计算机科学 2024-04-25 Qianli Wang , Tatiana Anikina , Nils Feldhus , Josef van Genabith , Leonhard Hennig , Sebastian Möller

With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care to assist in training, supervision, and quality assurance of services. Traditionally, quality…