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Objective: Information retrieval (IR, also known as search) systems are ubiquitous in modern times. How does the emergence of generative artificial intelligence (AI), based on large language models (LLMs), fit into the IR process? Process:…

Information Retrieval · Computer Science 2025-01-20 William R. Hersh

We explore the need for more comprehensive and precise evaluation techniques for generative artificial intelligence (GenAI) in text summarization tasks, specifically in the area of opinion summarization. Traditional methods, which leverage…

Computation and Language · Computer Science 2026-02-10 Leandro Anghinoni , Jorge Sanchez

Fast-developing fields such as Artificial Intelligence (AI) often outpace the efforts of encyclopedic sources such as Wikipedia, which either do not completely cover recently-introduced topics or lack such content entirely. As a result,…

Computation and Language · Computer Science 2022-06-23 Irene Li , Alexander Fabbri , Rina Kawamura , Yixin Liu , Xiangru Tang , Jaesung Tae , Chang Shen , Sally Ma , Tomoe Mizutani , Dragomir Radev

The rise of Generative AI (GenAI) tools, such as ChatGPT, has transformed how students access and engage with information, raising questions about their impact on learning outcomes and retention. This study investigates how GenAI (ChatGPT),…

Computers and Society · Computer Science 2025-07-11 Mahir Akgun , Sacip Toker

Generative AI systems such as ChatGPT are increasingly used in scientific writing, yet their broader implications for the organization of scientific knowledge remain unclear. We examine whether AI-assisted writing intensity, measured as the…

Digital Libraries · Computer Science 2026-04-16 Erjia Yan , Chaoqun Ni

The significant advancements in applying Artificial Intelligence (AI) to healthcare decision-making, medical diagnosis, and other domains have simultaneously raised concerns about the fairness and bias of AI systems. This is particularly…

Computers and Society · Computer Science 2024-01-30 Emilio Ferrara

The evolution of information-seeking processes, driven by search engines like Google, has transformed the access to information people have. This paper investigates how individuals' preexisting attitudes influence the modern…

Computers and Society · Computer Science 2024-01-18 Hussam Habib , Ryan Stoldt , Andrew High , Brian Ekdale , Ashley Peterson , Katy Biddle , Javie Ssozi , Rishab Nithyanand

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…

Computation and Language · Computer Science 2025-09-08 Pranav Narayanan Venkit , Philippe Laban , Yilun Zhou , Kung-Hsiang Huang , Yixin Mao , Chien-Sheng Wu

The advent of artificial intelligence (AI) has enabled a comprehensive exploration of materials for various applications. However, AI models often prioritize frequently encountered materials in the scientific literature, limiting the…

Materials Science · Physics 2023-08-29 Yang Jeong Park , Sung Eun Jerng , Jin-Sung Park , Choah Kwon , Chia-Wei Hsu , Zhichu Ren , Sungroh Yoon , Ju Li

Recommender systems are essential for information access, allowing users to present their content for recommendation. With the rise of large language models (LLMs), AI-generated content (AIGC), primarily in the form of text, has become a…

Information Retrieval · Computer Science 2025-06-11 Yuqi Zhou , Sunhao Dai , Liang Pang , Gang Wang , Zhenhua Dong , Jun Xu , Ji-Rong Wen

The rise of AI-generated content in popular information sources raises significant concerns about accountability, accuracy, and bias amplification. Beyond directly impacting consumers, the widespread presence of this content poses questions…

Computation and Language · Computer Science 2024-10-11 Creston Brooks , Samuel Eggert , Denis Peskoff

Generative AI has made significant strides, yet concerns about the accuracy and reliability of its outputs continue to grow. Such inaccuracies can have serious consequences such as inaccurate decision-making, the spread of false…

Databases · Computer Science 2023-10-12 Nan Tang , Chenyu Yang , Ju Fan , Lei Cao , Yuyu Luo , Alon Halevy

This research examines the effectiveness of OpenAI's GPT models as independent evaluators of text summaries generated by six transformer-based models from Hugging Face: DistilBART, BERT, ProphetNet, T5, BART, and PEGASUS. We evaluated these…

Computation and Language · Computer Science 2024-05-08 Hassan Shakil , Atqiya Munawara Mahi , Phuoc Nguyen , Zeydy Ortiz , Mamoun T. Mardini

Advancements in retrieving accessible information have evolved faster in the last few years compared to the decades since the internet's creation. Search engines, like Google, have been the number one way to find relevant data. They have…

Information Retrieval · Computer Science 2025-03-28 Karanbir Singh , William Ngu

Search engines rely heavily on term-based approaches that represent queries and documents as bags of words. Text---a document or a query---is represented by a bag of its words that ignores grammar and word order, but retains word frequency…

Information Retrieval · Computer Science 2017-11-17 Christophe Van Gysel

Encyclopedic knowledge platforms are key gateways through which users explore information online. The recent release of Grokipedia, a fully AI-generated encyclopedia, introduces a new alternative to traditional, well-established platforms…

Information Retrieval · Computer Science 2025-12-22 Erica Coppolillo , Simone Mungari

Concerns that interacting with generative AI homogenizes human cognition are largely based on evidence from text-based interactions, potentially conflating the effects of AI systems with those of written communication. This study examines…

Human-Computer Interaction · Computer Science 2026-03-31 Neelam Modi Jain , Dan J. Wang

Systematic reviews (SRs) - the librarian-assisted literature survey of scholarly articles takes time and requires significant human resources. Given the ever-increasing volume of published studies, applying existing computing and…

Information Retrieval · Computer Science 2023-12-18 Kaushik Roy , Vedant Khandelwal , Harshul Surana , Valerie Vera , Amit Sheth , Heather Heckman

Calls to use open generative language models in academic research have highlighted the need for reproducibility and transparency in scientific research. However, the impact of generative AI extends well beyond academia, as corporations and…

Human-Computer Interaction · Computer Science 2024-08-06 Robert Wolfe , Tanushree Mitra

The widespread adoption of generative AI (GenAI) has introduced new challenges in crowdsourced data collection, particularly in survey-based research. While GenAI offers powerful capabilities, its unintended use in crowdsourcing, such as…

Human-Computer Interaction · Computer Science 2025-10-31 Dapeng Zhang , Marina Katoh , Weiping Pei
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