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Counterfactual explanations offer actionable insights by illustrating how changes to inputs can lead to different outcomes. However, these explanations often suffer from ambiguity and impracticality, limiting their utility for non-expert…

Human-Computer Interaction · Computer Science 2025-04-22 Aditya Bhattacharya , Tim Vanherwegen , Katrien Verbert

Large Language Models (LLMs) have achieved impressive results in knowledge-based Visual Question Answering (VQA). However existing methods still have challenges: the inability to use external tools autonomously, and the inability to work in…

Computation and Language · Computer Science 2025-08-08 Zhongjian Hu , Peng Yang , Bing Li , Zhenqi Wang

Large language models excel at following explicit instructions, but they often struggle with ambiguous or incomplete user requests, defaulting to verbose, generic responses instead of seeking clarification. We introduce InfoQuest, a…

Computation and Language · Computer Science 2025-04-29 Bryan L. M. de Oliveira , Luana G. B. Martins , Bruno Brandão , Luckeciano C. Melo

With increasing physicians' workload and patients' needs for care, there is a need for technology that facilitates physicians work and performs continues follow-up with patients. Existing approaches focus merely on improving patient's…

Artificial Intelligence · Computer Science 2019-04-26 Ahmed Fadhil

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

Question answering systems are recognized as popular and frequently effective means of information seeking on the web. In such systems, information seekers can receive a concise response to their query by presenting their questions in…

Computation and Language · Computer Science 2024-04-22 Giovanni Maria Biancofiore , Yashar Deldjoo , Tommaso Di Noia , Eugenio Di Sciascio , Fedelucio Narducci

Communication could potentially be an effective way for multi-agent cooperation. However, information sharing among all agents or in predefined communication architectures that existing methods adopt can be problematic. When there is a…

Artificial Intelligence · Computer Science 2018-11-26 Jiechuan Jiang , Zongqing Lu

Most LLM benchmarks score how well a model responds to explicit requests. They leave unmeasured a different conversational ability: noticing and acting on needs the user has implied but not said. We call this \emph{conversational…

Machine Learning · Computer Science 2026-05-12 Sepehr Harfi , Ahmad Salimi , Dongming Shen , Alex Smola

Crisis management is a complex problem raised by the scientific community currently. Decision support systems are a suitable solution for such issues, they are indeed able to help emergency managers to prevent and to manage crisis in…

Artificial Intelligence · Computer Science 2014-06-03 Fahem Kebair , Frédéric Serin

Information technology has profoundly altered the way humans interact with information. The vast amount of content created, shared, and disseminated online has made it increasingly difficult to access relevant information. Over the past two…

Information Retrieval · Computer Science 2025-04-14 Yu Zhang , Shutong Qiao , Jiaqi Zhang , Tzu-Heng Lin , Chen Gao , Yong Li

Surveys and interviews are widely used for collecting insights on emerging or hypothetical scenarios. Traditional human-led methods often face challenges related to cost, scalability, and consistency. Recently, various domains have begun to…

Human-Computer Interaction · Computer Science 2025-03-05 Jiangbo Yu , Jinhua Zhao , Luis Miranda-Moreno , Matthew Korp

The field of conversational information seeking, which is rapidly gaining interest in both academia and industry, is changing how we interact with search engines through natural language interactions. Existing datasets and methods are…

Information Retrieval · Computer Science 2024-05-13 Chris Samarinas , Hamed Zamani

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…

Artificial Intelligence · Computer Science 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

Online platforms connect users with relevant products and services using ads. A key challenge is that a user's search query often leaves their true intent ambiguous. Typically, platforms passively predict relevance based on available…

Computer Science and Game Theory · Computer Science 2025-12-04 Kshipra Bhawalkar , Alexandros Psomas , Di Wang

Generative AI tools can help users with many tasks. One such task is data analysis, which is notoriously challenging for non-expert end-users due to its expertise requirements, and where AI holds much potential, such as finding relevant…

Human-Computer Interaction · Computer Science 2024-07-04 Ian Drosos , Advait Sarkar , Xiaotong Xu , Carina Negreanu , Sean Rintel , Lev Tankelevitch

Domain specific chatbot applications often involve multi step interactions, such as refining search filters, selecting multiple items, or performing comparisons. Traditional graphical user interfaces (GUIs) handle these workflows by…

Human-Computer Interaction · Computer Science 2025-07-03 Sanjay Krishna Anbalagan , Xinrui Nie , Umesh Mohan , Vijay Kumar Kanamarlapudi , Anughna Kommalapati , Xiaodan Zhao

This paper describes a system developed to help people explore local communities by providing navigation services in social spaces created by the community members via communication and knowledge sharing. The proposed system utilizes data…

Computers and Society · Computer Science 2010-03-22 Victor V. Kryssanov , Shizuka Kumokawa , Igor Goncharenko , Hitoshi Ogawa

Conversational agents powered by large language models (LLMs) are rapidly becoming integral to our daily interactions, generating unprecedented amounts of conversational data. Such datasets offer a powerful lens into societal interests,…

Computation and Language · Computer Science 2025-09-23 Wentao Zhang , Woojeong Kim , Yuntian Deng

In an emergency situation, the actors need an assistance allowing them to react swiftly and efficiently. In this prospect, we present in this paper a decision support system that aims to prepare actors in a crisis situation thanks to a…

Artificial Intelligence · Computer Science 2008-12-18 Fahem Kebair , Frédéric Serin

Understanding user intent is essential for effective planning in conversational assistants, particularly those powered by large language models (LLMs) coordinating multiple agents. However, real-world dialogues are often ambiguous,…

Computation and Language · Computer Science 2026-01-27 Kushan Mitra , Dan Zhang , Hannah Kim , Estevam Hruschka
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