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Many patients with chronic diseases resort to multiple medications to relieve various symptoms, which raises concerns about the safety of multiple medication use, as severe drug-drug antagonism can lead to serious adverse effects or even…

Machine Learning · Computer Science 2023-03-07 Tian Bian , Yuli Jiang , Jia Li , Tingyang Xu , Yu Rong , Yi Su , Timothy Kwok , Helen Meng , Hong Cheng

Conversational agents have been gaining increasing popularity in recent years. Influenced by the widespread adoption of task-oriented agents such as Apple Siri and Amazon Alexa, these agents are being deployed into various applications to…

Human-Computer Interaction · Computer Science 2024-01-17 Christopher Clarke , Karthik Krishnamurthy , Walter Talamonti , Yiping Kang , Lingjia Tang , Jason Mars

Conversational agents promise conversational interaction but fail to deliver. Efforts often emulate functional rules from human speech, without considering key characteristics that conversation must encapsulate. Given its potential in…

With the advances in deep learning, tremendous progress has been made with chit-chat dialogue systems and task-oriented dialogue systems. However, these two systems are often tackled separately in current methods. To achieve more natural…

Computation and Language · Computer Science 2021-10-18 Xinyan Zhao , Bin He , Yasheng Wang , Yitong Li , Fei Mi , Yajiao Liu , Xin Jiang , Qun Liu , Huanhuan Chen

Agentic discovery has shown that LLM-driven search can find novel algorithms, designs, and code under benchmark conditions. Translating the paradigm to multi-system data backends surfaces a harder problem: the search space is heterogeneous,…

Artificial Intelligence · Computer Science 2026-05-27 Shanshan Ye , Duo Lu

Conversational Recommender Systems (CRS) provide personalized services through multi-turn interactions, yet most existing methods overlook users' heterogeneous decision-making styles and knowledge levels, which constrains both accuracy and…

Information Retrieval · Computer Science 2025-09-10 Yaying Luo , Hui Fang , Zhu Sun

Demand for image editing has been increasing as users' desire for expression is also increasing. However, for most users, image editing tools are not easy to use since the tools require certain expertise in photo effects and have complex…

Computation and Language · Computer Science 2022-02-25 Hyounghun Kim , Doo Soon Kim , Seunghyun Yoon , Franck Dernoncourt , Trung Bui , Mohit Bansal

We observe a change in the way users access information, that is, the rise of conversational information access (CIA) agents. However, the automatic evaluation of these agents remains an open challenge. Moreover, the training of CIA agents…

Information Retrieval · Computer Science 2023-12-14 Nolwenn Bernard

The dialogue experience with conversational agents can be greatly enhanced with multimodal and immersive interactions in virtual reality. In this work, we present an open-source architecture with the goal of simplifying the development of…

Artificial Intelligence · Computer Science 2023-08-08 Michele Yin , Gabriel Roccabruna , Abhinav Azad , Giuseppe Riccardi

The construction industry is characterized by both high physical and psychological risks, yet supports of mental health remain limited. While advancements in artificial intelligence (AI), particularly large language models (LLMs), offer…

Human-Computer Interaction · Computer Science 2025-06-10 Fan Yang , Yuan Tian , Jiansong Zhang

We propose novel AI-empowered chat bots for learning as conversation where a user does not read a passage but gains information and knowledge through conversation with a teacher bot. Our information-acquisition-oriented dialogue system…

Computation and Language · Computer Science 2022-05-31 Pengshan Cai , Hui Wan , Fei Liu , Mo Yu , Hong Yu , Sachindra Joshi

A good dialogue agent should have the ability to interact with users by both responding to questions and by asking questions, and importantly to learn from both types of interaction. In this work, we explore this direction by designing a…

Computation and Language · Computer Science 2017-02-14 Jiwei Li , Alexander H. Miller , Sumit Chopra , Marc'Aurelio Ranzato , Jason Weston

Medical question answering (QA) is a reasoning-intensive task that remains challenging for large language models (LLMs) due to hallucinations and outdated domain knowledge. Retrieval-Augmented Generation (RAG) provides a promising…

Computation and Language · Computer Science 2025-05-01 Xuanzhao Dong , Wenhui Zhu , Hao Wang , Xiwen Chen , Peijie Qiu , Rui Yin , Yi Su , Yalin Wang

Conversational agents are becoming increasingly popular for supporting and facilitating learning. Conventional pedagogical agents are designed to play the role of human teachers by giving instructions to the students. In this paper, we…

Human-Computer Interaction · Computer Science 2019-10-01 Nalin Chhibber , Edith Law

We present a low-compute non-generative system for implementing interview-style conversational agents which can be used to facilitate qualitative data collection through controlled interactions and quantitative analysis. Use cases include…

Computation and Language · Computer Science 2025-08-21 Charles Welch , Allison Lahnala , Vasudha Varadarajan , Lucie Flek , Rada Mihalcea , J. Lomax Boyd , João Sedoc

Dietary supplements are widely used but not always safe. With the rapid development of the Internet, consumers usually seek health information including dietary supplement information online. To help consumers access quality online dietary…

Computers and Society · Computer Science 2021-04-06 Xing He , Rui Zhang , Jordan Alpert , Sicheng Zhou , Terrence J Adam , Aantaki Raisa , Yifan Peng , Hansi Zhang , Yi Guo , Jiang Bian

As AI systems take on collaborative roles, they must reason about shared goals and beliefs-not just generate fluent language. The Rational Speech Act (RSA) framework offers a principled approach to pragmatic reasoning, but existing…

Computation and Language · Computer Science 2025-09-23 Lautaro Estienne , Gabriel Ben Zenou , Nona Naderi , Jackie Cheung , Pablo Piantanida

Inspired by the dual-process theory of human cognition, we introduce DUMA, a novel conversational agent framework that embodies a dual-mind mechanism through the utilization of two generative Large Language Models (LLMs) dedicated to fast…

Computation and Language · Computer Science 2023-11-27 Xiaoyu Tian , Liangyu Chen , Na Liu , Yaxuan Liu , Wei Zou , Kaijiang Chen , Ming Cui

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…

Computation and Language · Computer Science 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

Spoken dialogue systems (SDSs) utilize automatic speech recognition (ASR) at the front end of their pipeline. The role of ASR in SDSs is to recognize information in user speech related to response generation appropriately. Examining…

Computation and Language · Computer Science 2025-10-09 Kiyotada Mori , Seiya Kawano , Chaoran Liu , Carlos Toshinori Ishi , Angel Fernando Garcia Contreras , Koichiro Yoshino
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