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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

Conversational agents (CAs) embodied in speakers or chatbots are becoming very popular in some countries, and despite their adult-centred design, they have become part of children's lives, generating a need for children-centric trustworthy…

Human-Computer Interaction · Computer Science 2022-09-07 Marina Escobar-Planas , Emilia Gómez , Carlos-D Martínez-Hinarejos

Advancements in large language models offer strong potential for enhancing virtual simulated patients (VSPs) in medical education by providing scalable alternatives to resource-intensive traditional methods. However, current VSPs often…

Computation and Language · Computer Science 2025-12-23 Victor De Marez , Jens Van Nooten , Luna De Bruyne , Walter Daelemans

Conversational Artificial Intelligence (AI) systems have recently sky-rocketed in popularity and are now used in many applications, from car assistants to customer support. The development of conversational AI systems is supported by a…

Human-Computer Interaction · Computer Science 2020-12-23 Johan Aronsson , Philip Lu , Daniel Strüber , Thorsten Berger

The advent of large language models (LLMs), such as GPT, Gemini, and DeepSeek, has significantly advanced natural language processing, giving rise to sophisticated chatbots capable of diverse language-related tasks. The transition from…

Computation and Language · Computer Science 2025-06-16 Jiachen Zhu , Menghui Zhu , Renting Rui , Rong Shan , Congmin Zheng , Bo Chen , Yunjia Xi , Jianghao Lin , Weiwen Liu , Ruiming Tang , Yong Yu , Weinan Zhang

Most often, chat-bots are built to solve the purpose of a search engine or a human assistant: Their primary goal is to provide information to the user or help them complete a task. However, these chat-bots are incapable of responding to…

Artificial Intelligence · Computer Science 2018-11-26 Parag Agrawal , Anshuman Suri , Tulasi Menon

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

How to build and use dialogue data efficiently, and how to deploy models in different domains at scale can be two critical issues in building a task-oriented dialogue system. In this paper, we propose a novel manual-guided dialogue scheme…

Computation and Language · Computer Science 2022-08-17 Ryuichi Takanobu , Hao Zhou , Yankai Lin , Peng Li , Jie Zhou , Minlie Huang

Existing dialogue models may encounter scenarios which are not well-represented in the training data, and as a result generate responses that are unnatural, inappropriate, or unhelpful. We propose the "Ask an Expert" framework in which the…

Computation and Language · Computer Science 2023-05-30 Qiang Zhang , Jason Naradowsky , Yusuke Miyao

The tremendous success of chat-based AI systems like ChatGPT, Claude, and Gemini stems from Large Language Models (LLMs) trained on vast amount of datasets. However, acquiring high-quality, diverse, and ethically sourced training data…

Computation and Language · Computer Science 2024-07-22 Vadim Borisov , Richard H. Schreiber

The development of sophisticated artificial intelligence (AI) conversational agents based on large language models raises important questions about the relationship between human norms, values, and practices and AI design and performance.…

Computers and Society · Computer Science 2025-05-30 Rachel Katharine Sterken , James Ravi Kirkpatrick

Large Language Models (LLMs) excel in traditional natural language processing tasks but struggle with problems that require complex domain-specific calculations or simulations. While equipping LLMs with external tools to build LLM-based…

Software Engineering · Computer Science 2025-06-11 Bohan Lyu , Xin Cong , Heyang Yu , Pan Yang , Yujia Qin , Yining Ye , Yaxi Lu , Zhong Zhang , Yukun Yan , Yankai Lin , Zhiyuan Liu , Maosong Sun

While Alexa can perform over 100,000 skills on paper, its capability covers only a fraction of what is possible on the web. To reach the full potential of an assistant, it is desirable that individuals can create skills to automate their…

Human-Computer Interaction · Computer Science 2020-09-01 Michael H. Fischer , Giovanni Campagna , Euirim Choi , Monica S. Lam

REST APIs play important roles in enriching the action space of web agents, yet most API-based agents rely on curated and uniform toolsets that do not reflect the complexity of real-world APIs. Building tool-using agents for arbitrary…

Computation and Language · Computer Science 2025-06-26 Xinyi Ni , Haonan Jian , Qiuyang Wang , Vedanshi Chetan Shah , Pengyu Hong

Scaling test-time computation improves performance across different tasks on large language models (LLMs), which has also been extended to tool-augmented agents. For these agents, scaling involves not only "thinking" in tokens but also…

Conversational understanding is an integral part of modern intelligent devices. In a large fraction of the global traffic from customers using smart digital assistants, frictions in dialogues may be attributed to incorrect understanding of…

Machine Learning · Computer Science 2022-10-25 Niranjan Uma Naresh , Ziyan Jiang , Ankit , Sungjin Lee , Jie Hao , Xing Fan , Chenlei Guo

Assessing the quality of public transportation services requires the analysis of large quantities of data on the scheduled and actual trips and documents listing the quality constraints each service needs to meet. Interrogating such…

Artificial Intelligence · Computer Science 2025-05-30 Luca Fantin , Marco Antonelli , Margherita Cesetti , Daniele Irto , Bruno Zamengo , Francesco Silvestri

Conversational systems or chatbots are an example of AI-Infused Applications (AIIA). Chatbots are especially important as they are often the first interaction of clients with a business and are the entry point of a business into the AI…

Large language models (LLMs), due to their advanced natural language capabilities, have seen significant success in applications where the user interface is usually a conversational artificial intelligence (AI) agent and engages the user…

Computation and Language · Computer Science 2025-03-10 Fei Wei , Yaliang Li , Bolin Ding

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
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