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With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of…

Artificial Intelligence · Computer Science 2023-10-16 Shivom Aggarwal , Shourya Mehra , Pritha Mitra

A conversational agent (chatbot) is a piece of software that is able to communicate with humans using natural language. Modeling conversation is an important task in natural language processing and artificial intelligence. While chatbots…

Computation and Language · Computer Science 2019-08-26 Richard Csaky

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…

Intent, a critical cognitive notion and mental state, is ubiquitous in human communication and problem-solving. Accurately understanding the underlying intent behind questions is imperative to reasoning towards correct answers. However,…

Computation and Language · Computer Science 2026-04-17 Yuwei Yin , Giuseppe Carenini

As conversational AI systems become more realistic and widely deployed, users are increasingly uncertain about whether they are interacting with a human or an AI system. When AI identity is unclear, users may unwittingly share sensitive…

Human-Computer Interaction · Computer Science 2026-03-19 Anna Gausen , Sarenne Wallbridge , Hannah Rose Kirk , Jennifer Williams , Christopher Summerfield

Over the last decade, a wide range of training and deployment strategies for Large Language Models (LLMs) have emerged. Among these, the prompting paradigms of Auto-regressive LLMs (AR-LLMs) have catalyzed a significant surge in Artificial…

Computation and Language · Computer Science 2024-05-20 Xinzhe Li , Ming Liu

LLMs are now embedded in a wide range of everyday scenarios. However, their inherent hallucinations risk hiding misinformation in fluent responses, raising concerns about overreliance on AI. Detecting overreliance is challenging, as it…

Human-Computer Interaction · Computer Science 2026-02-13 Chang Liu , Qinyi Zhou , Xinjie Shen , Xingyu Bruce Liu , Tongshuang Wu , Xiang 'Anthony' Chen

While multi-agent debate has been proposed as a promising strategy for improving AI reasoning ability, we find that debate can sometimes be harmful rather than helpful. Prior work has primarily focused on debates within homogeneous groups…

Computation and Language · Computer Science 2025-10-14 Andrea Wynn , Harsh Satija , Gillian Hadfield

The ability of artificial agents to increment their capabilities when confronted with new data is an open challenge in artificial intelligence. The main challenge faced in such cases is catastrophic forgetting, i.e., the tendency of neural…

Machine Learning · Computer Science 2020-12-16 Eden Belouadah , Adrian Popescu , Ioannis Kanellos

Now that AI-driven moderation has become pervasive in everyday life, we often hear claims that "the AI is biased". While this is often said jokingly, the light-hearted remark reflects a deeper concern. How can we be certain that an online…

Computation and Language · Computer Science 2026-04-02 Subhojit Ghimire

Generative AI, with its tendency to "hallucinate" incorrect results, may pose a risk to knowledge work by introducing errors. On the other hand, it may also provide unprecedented opportunities for users, particularly non-experts, to learn…

Human-Computer Interaction · Computer Science 2024-12-20 Advait Sarkar , Xiaotong , Xu , Neil Toronto , Ian Drosos , Christian Poelitz

As AI systems become increasingly integrated into daily life, their potential to exacerbate or trigger severe psychological harms remains poorly understood and inadequately tested. This paper presents a proactive methodology for…

Human-Computer Interaction · Computer Science 2025-11-13 Chayapatr Archiwaranguprok , Constanze Albrecht , Pattie Maes , Karrie Karahalios , Pat Pataranutaporn

Software engineers are increasingly incorporating AI assistants into their workflows to enhance productivity and alleviate cognitive load. However, experiences with large language models (LLMs) such as ChatGPT vary widely. While some…

Software Engineering · Computer Science 2026-04-15 Jiessie Tie , Bingsheng Yao , Tianshi Li , Hongbo Fang , Syed Ishtiaque Ahmed , Dakuo Wang , Shurui Zhou

The emergence of reasoning models and their integration into practical AI chat bots has led to breakthroughs in solving advanced math, deep search, and extractive question answering problems that requires a complex and multi-step thought…

As artificial intelligence (AI) increasingly integrates into crowdfunding practices, strategic disclosure of AI involvement has become critical. Yet, empirical insights into how different disclosure strategies influence investor decisions…

Human-Computer Interaction · Computer Science 2026-02-18 Ning Wang , Chen Liang

Revolutionary advancements in Large Language Models have drastically reshaped our interactions with artificial intelligence systems. Despite this, a notable hindrance remains-the deficiency of a long-term memory mechanism within these…

Computation and Language · Computer Science 2023-05-23 Wanjun Zhong , Lianghong Guo , Qiqi Gao , He Ye , Yanlin Wang

Language models influence the external world: they query APIs that read and write to web pages, generate content that shapes human behavior, and run system commands as autonomous agents. These interactions form feedback loops: LLM outputs…

Machine Learning · Computer Science 2024-06-10 Alexander Pan , Erik Jones , Meena Jagadeesan , Jacob Steinhardt

A long-standing vision of computing is the personal AI system: one that understands us well enough to address our underlying needs. Today's AI focuses on what users do, ignoring why they might be doing such things in the first place. As a…

Human-Computer Interaction · Computer Science 2026-04-10 Dora Zhao , Michelle S. Lam , Diyi Yang , Michael S. Bernstein

Problem solving plays an essential role in science education, and generative AI (GAI) chatbots have emerged as a promising tool for supporting students' science problem solving. However, general-purpose chatbots (e.g., ChatGPT), which often…

Social and Information Networks · Computer Science 2026-04-06 Hanyu Su , Huilin Zhang , Shihui Feng

AI-assisted usability analysis can potentially reduce the time and effort of finding usability problems, yet little is known about how AI's perceived expertise influences evaluators' analytic strategies and perceptions over time. We ran a…

Human-Computer Interaction · Computer Science 2026-03-17 Emily Kuang , Ehsan Jahangirzadeh Soure , Luyao Shen , Nitesh Goyal , Mingming Fan , Kristen Shinohara
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