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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,…

Machine Learning · Computer Science 2025-12-02 Hamed Razavi

Collaborative assistants, or chatbots, are data-driven decision support systems that enable natural interaction for task completion. While they can meet critical needs in modern society, concerns about their reliability and trustworthiness…

Computation and Language · Computer Science 2025-04-16 Biplav Srivastava , Kausik Lakkaraju , Nitin Gupta , Vansh Nagpal , Bharath C. Muppasani , Sara E. Jones

Training machine learning approaches for vulnerability identification and producing reliable tools to assist developers in implementing quality software -- free of vulnerabilities -- is challenging due to the lack of large datasets and real…

Cryptography and Security · Computer Science 2021-10-20 Sofia Reis , Rui Abreu

Alignment research on large language models (LLMs) increasingly depends on understanding how these systems are used in everyday contexts. Yet naturalistic interaction data is difficult to access due to privacy constraints and platform…

Human-Computer Interaction · Computer Science 2026-03-24 Cathy Mengying Fang , Sheer Karny , Chayapatr Archiwaranguprok , Yasith Samaradivakara , Pat Pataranutaporn , Pattie Maes

DataFlow has been emerging as a new paradigm for building task-oriented chatbots due to its expressive semantic representations of the dialogue tasks. Despite the availability of a large dataset SMCalFlow and a simplified syntax, the…

Computation and Language · Computer Science 2022-12-19 Han He , Song Feng , Daniele Bonadiman , Yi Zhang , Saab Mansour

Software engineering (SE) chatbots are increasingly gaining attention for their role in enhancing development processes. At the core of chatbots are Natural Language Understanding platforms (NLUs), which enable them to comprehend user…

Software Engineering · Computer Science 2025-07-21 Ebube Alor , Ahmad Abdellatif , SayedHassan Khatoonabadi , Emad Shihab

Previous dialogue summarization datasets mainly focus on open-domain chitchat dialogues, while summarization datasets for the broadly used task-oriented dialogue haven't been explored yet. Automatically summarizing such task-oriented…

Computation and Language · Computer Science 2021-10-26 Lulu Zhao , Fujia Zheng , Keqing He , Weihao Zeng , Yuejie Lei , Huixing Jiang , Wei Wu , Weiran Xu , Jun Guo , Fanyu Meng

In the rapidly evolving domain of artificial intelligence, chatbots have emerged as a potent tool for various applications ranging from e-commerce to healthcare. This research delves into the intricacies of chatbot technology, from its…

Human-Computer Interaction · Computer Science 2023-11-17 Feriel Khennouche , Youssef Elmir , Nabil Djebari , Yassine Himeur , Abbes Amira

The goal of building intelligent dialogue systems has largely been separately pursued under two paradigms: task-oriented dialogue (TOD) systems, which perform goal-oriented functions, and open-domain dialogue (ODD) systems, which focus on…

Computation and Language · Computer Science 2022-04-06 Tom Young , Frank Xing , Vlad Pandelea , Jinjie Ni , Erik Cambria

Surveys are a widespread method for collecting data at scale, but their rigid structure often limits the depth of qualitative insights obtained. While interviews naturally yield richer responses, they are challenging to conduct across…

Human-Computer Interaction · Computer Science 2025-03-12 Rune M. Jacobsen , Samuel Rhys Cox , Carla F. Griggio , Niels van Berkel

Bicycle safety is important for bikeability and transportation efficiency. However, conventional surveys often fall short in capturing how people actually perceive cycling environments because they rely heavily on respondents' recall rather…

Computers and Society · Computer Science 2026-04-10 Feiyang Ren , Zhaoxi Zhang , Tamir Mendel , Takahiro Yabe

Millions of patients are already using large language model (LLM) chatbots for medical advice on a regular basis, raising patient safety concerns. This physician-led red-teaming study compares the safety of four publicly available…

Chatbots can serve as a viable tool for preliminary depression diagnosis via interactive conversations with potential patients. Nevertheless, the blend of task-oriented and chit-chat in diagnosis-related dialogues necessitates professional…

Artificial Intelligence · Computer Science 2024-04-09 Kunyao Lan , Cong Ming , Binwei Yao , Lu Chen , Mengyue Wu

This paper introduces ChatbotManip, a novel dataset for studying manipulation in Chatbots. It contains simulated generated conversations between a chatbot and a (simulated) user, where the chatbot is explicitly asked to showcase…

Computation and Language · Computer Science 2026-05-12 Jack Contro , Simrat Deol , Yulan He , Martim Brandão

Evaluating and understanding the inappropriateness of chatbot behaviors can be challenging, particularly for chatbot designers without technical backgrounds. To democratize the debugging process of chatbot misbehaviors for non-technical…

Human-Computer Interaction · Computer Science 2023-06-21 Xu Han , Michelle Zhou , Yichen Wang , Wenxi Chen , Tom Yeh

Task-oriented dialogue (TOD) models have made significant progress in recent years. However, previous studies primarily focus on datasets written by annotators, which has resulted in a gap between academic research and real-world spoken…

Computation and Language · Computer Science 2025-06-25 Shuzheng Si , Wentao Ma , Haoyu Gao , Yuchuan Wu , Ting-En Lin , Yinpei Dai , Hangyu Li , Rui Yan , Fei Huang , Yongbin Li

Task-oriented dialogue (ToD) benchmarks provide an important avenue to measure progress and develop better conversational agents. However, existing datasets for end-to-end ToD modeling are limited to a single language, hindering the…

Computation and Language · Computer Science 2021-06-08 Zhaojiang Lin , Andrea Madotto , Genta Indra Winata , Peng Xu , Feijun Jiang , Yuxiang Hu , Chen Shi , Pascale Fung

Companion chatbots offer a potential solution to the growing epidemic of loneliness, but their impact on users' psychosocial well-being remains poorly understood, raising critical ethical questions about their deployment and design. This…

Human-Computer Interaction · Computer Science 2025-08-12 Auren R. Liu , Pat Pataranutaporn , Pattie Maes

Chatbots such as GPT-4 and ChatGPT are now serving millions of users. Despite their widespread use, there remains a lack of public datasets showcasing how these tools are used by a population of users in practice. To bridge this gap, we…

Computation and Language · Computer Science 2024-05-03 Wenting Zhao , Xiang Ren , Jack Hessel , Claire Cardie , Yejin Choi , Yuntian Deng

Question-and-answer formats provide a novel experimental platform for investigating cybersecurity questions. Unlike previous chatbots, the latest ChatGPT model from OpenAI supports an advanced understanding of complex coding questions. The…

Cryptography and Security · Computer Science 2022-12-23 Forrest McKee , David Noever