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相关论文: Citations and Trust in LLM Generated Responses

200 篇论文

As large language models (LLMs) and LLM-based agents increasingly interact with humans in decision-making contexts, understanding the trust dynamics between humans and AI agents becomes a central concern. While considerable literature…

计算与语言 · 计算机科学 2026-04-16 Valeria Lerman , Yaniv Dover

The integration of Large Language Models (LLMs) and chatbots introduces new challenges and opportunities for decision-making in software testing. Decision-making relies on a variety of information, including code, requirements…

软件工程 · 计算机科学 2024-06-18 Francisco Gomes de Oliveira Neto

Chatbots, the common moniker for collaborative assistants, are Artificial Intelligence (AI) software that enables people to naturally interact with them to get tasks done. Although chatbots have been studied since the dawn of AI, they have…

人机交互 · 计算机科学 2023-09-15 Biplav Srivastava , Kausik Lakkaraju , Tarmo Koppel , Vignesh Narayanan , Ashish Kundu , Sachindra Joshi

LLMs and AI chatbots have improved people's efficiency in various fields. However, the necessary knowledge for answering the question may be beyond the models' knowledge boundaries. To mitigate this issue, many researchers try to introduce…

计算与语言 · 计算机科学 2023-11-15 Yi Liu , Lianzhe Huang , Shicheng Li , Sishuo Chen , Hao Zhou , Fandong Meng , Jie Zhou , Xu Sun

Generative search engines and deep research LLM agents promise trustworthy, source-grounded synthesis, yet users regularly encounter overconfidence, weak sourcing, and confusing citation practices. We introduce DeepTRACE, a novel…

计算与语言 · 计算机科学 2025-09-08 Pranav Narayanan Venkit , Philippe Laban , Yilun Zhou , Kung-Hsiang Huang , Yixin Mao , Chien-Sheng Wu

Large Language Models (LLMs) have demonstrated impressive capabilities across various domains, prompting a surge in their practical applications. However, concerns have arisen regarding the trustworthiness of LLMs outputs, particularly in…

计算与语言 · 计算机科学 2024-05-08 Danna Zheng , Danyang Liu , Mirella Lapata , Jeff Z. Pan

Large Language Models (LLMs) are increasingly used to generate and edit scientific abstracts, yet their integration into academic writing raises questions about trust, quality, and disclosure. Despite growing adoption, little is known about…

计算机与社会 · 计算机科学 2026-01-23 Nil-Jana Akpinar , Sandeep Avula , CJ Lee , Brandon Dang , Kaza Razat , Vanessa Murdock

Chatbots have become increasingly prevalent. A growing body of research focused on the issue of human trust in AI. However, most existing user studies are conducted primarily with adult groups, overlooking teenagers who are also engaging…

人机交互 · 计算机科学 2025-12-09 Siyu Qiu , Anqi Lin , Shiya Wang , Xingyu Lan

As artificial intelligence (AI) systems, particularly large language models (LLMs), become increasingly integrated into decision-making processes, the ability to trust their outputs is crucial. To earn human trust, LLMs must be well…

Studies show that interactions with an AI system fosters trust in human users towards AI. An often overlooked element of such interaction dynamics is the (sense of) urgency when the human user is prompted by an AI agent, e.g., for advice or…

人工智能 · 计算机科学 2026-04-10 Baran Shajari , Xiaoran Liu , Kyanna Dagenais , Istvan David

Conversational AI has been proposed as a scalable way to correct public misconceptions and spread misinformation. Yet its effectiveness may depend on perceptions of its political neutrality. As LLMs enter partisan conflict, elites…

计算与语言 · 计算机科学 2026-02-23 Matthew DiGiuseppe , Joshua Robison

Closed-source large language models (LLMs), such as ChatGPT and Gemini, are increasingly consulted for medical advice, yet their explanations may appear plausible while failing to reflect the model's underlying reasoning process. This gap…

This paper explores the evolving relationship between clinician trust in LLMs, the transformation of data sources from predominantly human-generated to AI-generated content, and the subsequent impact on the precision of LLMs and clinician…

计算机与社会 · 计算机科学 2024-04-02 Avishek Choudhury , Zaria Chaudhry

Large language models (LLMs) are becoming increasingly ubiquitous in our daily lives, but numerous concerns about bias in LLMs exist. This study examines how gender-diverse populations perceive bias, accuracy, and trustworthiness in LLMs,…

人机交互 · 计算机科学 2025-07-09 Aimen Gaba , Emily Wall , Tejas Ramkumar Babu , Yuriy Brun , Kyle Hall , Cindy Xiong Bearfield

As large language models (LLMs) increasingly interact with each other, most notably in multi-agent setups, we may expect (and hope) that `trust' relationships develop between them, mirroring trust relationships between human colleagues,…

多智能体系统 · 计算机科学 2025-08-25 Maarten Buyl , Yousra Fettach , Guillaume Bied , Tijl De Bie

Sycophancy, the tendency of LLM-based chatbots to express excessive agreement with their users, even when inappropriate, is emerging as a significant risk in human-AI interactions. However, the extent to which this affects human-LLM…

人机交互 · 计算机科学 2026-02-12 Jessica Y. Bo , Majeed Kazemitabaar , Mengqing Deng , Michael Inzlicht , Ashton Anderson

A chatbot's personality design is key to interaction quality. As chatbots evolved from rule-based systems to those powered by large language models (LLMs), evaluating the effectiveness of their personality design has become increasingly…

人机交互 · 计算机科学 2025-08-11 Huiqi Zou , Pengda Wang , Zihan Yan , Tianjun Sun , Ziang Xiao

Large language models (LLMs) have emerged as versatile tools in various daily applications. However, they are fraught with issues that undermine their utility and trustworthiness. These include the incorporation of erroneous references…

计算与语言 · 计算机科学 2023-09-13 Dongyub Lee , Taesun Whang , Chanhee Lee , Heuiseok Lim

The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

The growing use of AI-generated responses in everyday tools raises concern about how subtle features such as supporting detail or tone of confidence may shape people's beliefs. To understand this, we conducted a pre-registered online…

人机交互 · 计算机科学 2025-11-14 Zekun Wu , Mayank Jobanputra , Vera Demberg , Jessica Hullman , Anna Maria Feit