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Emerging experimental evidence shows that writing with AI assistance can change both the views people express in writing and the opinions they hold afterwards. Yet, we lack substantive understanding of procedural and behavioral changes in…

Human-Computer Interaction · Computer Science 2026-03-12 Advait Bhat , Marianne Aubin Le Quéré , Mor Naaman , Maurice Jakesch

AI demonstrates unprecedented reasoning capabilities, but its increasing integration into human reasoning via automated reading and summarization has provoked debate about its use for cultural interpretation. Close reading -- the practice…

Human-Computer Interaction · Computer Science 2026-03-10 Jiayin Zhi , Hoyt Long , Richard Jean So , Mina Lee

The ever-increasing pace of scientific publication necessitates methods for quickly identifying relevant papers. While neural recommenders trained on user interests can help, they still result in long, monotonous lists of suggested papers.…

Online marketplaces will be transformed by autonomous AI agents acting on behalf of consumers. Rather than humans browsing and clicking, AI agents can parse webpages or leverage APIs to view, evaluate and choose products. We investigate the…

Artificial Intelligence · Computer Science 2025-12-18 Amine Allouah , Omar Besbes , Josué D Figueroa , Yash Kanoria , Akshit Kumar

Recommender Systems are a subclass of information retrieval systems, or more succinctly, a class of information filtering systems that seeks to predict how close is the match of the user's preference to a recommended item. A common approach…

Information Retrieval · Computer Science 2021-03-09 John Kalung Leung , Igor Griva , William G. Kennedy

AI services are known to have unstable behavior when subjected to changes in data, models or users. Such behaviors, whether triggered by omission or commission, lead to trust issues when AI works with humans. The current approach of…

Human-Computer Interaction · Computer Science 2023-02-21 Biplav Srivastava , Kausik Lakkaraju , Mariana Bernagozzi , Marco Valtorta

We propose an annotation approach that captures not only labels but also the reading process underlying annotators' decisions, e.g., what parts of the text they focus on, re-read or skim. Using this framework, we conduct a case study on the…

Computation and Language · Computer Science 2025-12-01 Karin de Langis , William Walker , Khanh Chi Le , Dongyeop Kang

Hundreds of millions of people use artificial intelligence (AI) for writing assistance. Here, we evaluated how AI writing assistance distorts writer personas - their perceived beliefs, personality, and identity. In three large-scale…

Computation and Language · Computer Science 2026-04-27 Paul Röttger , Kobi Hackenburg , Hannah Rose Kirk , Christopher Summerfield

This literature review identifies indicators that associate with higher impact or higher quality research from article text (e.g., titles, abstracts, lengths, cited references and readability) or metadata (e.g., the number of authors,…

Digital Libraries · Computer Science 2022-12-14 Kayvan Kousha , Mike Thelwall

To provide AI researchers with modern tools for dealing with the explosive growth of the research literature in their field, we introduce a new platform, AI Research Navigator, that combines classical keyword search with neural retrieval to…

Computation and Language · Computer Science 2020-11-03 Marzieh Fadaee , Olga Gureenkova , Fernando Rejon Barrera , Carsten Schnober , Wouter Weerkamp , Jakub Zavrel

Searching large digital repositories can be extremely frustrating, as common list-based formats encourage users to adopt a convenience-sampling approach that favours chance discovery and random search, over meaningful exploration. We have…

Information Retrieval · Computer Science 2021-02-11 Tanya Howden , Pierre Le Bras , Thomas S. Methven , Stefano Padilla , Mike J. Chantler

The ability to automatically determine the age audience of a novel provides many opportunities for the development of information retrieval tools. Firstly, developers of book recommendation systems and electronic libraries may be interested…

Computation and Language · Computer Science 2021-08-30 Anna Glazkova , Yury Egorov , Maksim Glazkov

Methods for making high-quality recommendations often rely on learning latent representations from interaction data. These methods, while performant, do not provide ready mechanisms for users to control the recommendation they receive. Our…

Information Retrieval · Computer Science 2023-10-18 Sheshera Mysore , Mahmood Jasim , Andrew McCallum , Hamed Zamani

Traditional recommender systems rely on passive feedback mechanisms that limit users to simple choices such as like and dislike. However, these coarse-grained signals fail to capture users' nuanced behavior motivations and intentions. In…

Information Retrieval · Computer Science 2025-10-02 Jiakai Tang , Yujie Luo , Xunke Xi , Fei Sun , Xueyang Feng , Sunhao Dai , Chao Yi , Dian Chen , Zhujin Gao , Yang Li , Xu Chen , Wen Chen , Jian Wu , Yuning Jiang , Bo Zheng

Information systems experience an ever-growing volume of unstructured data, particularly in the form of textual materials. This represents a rich source of information from which one can create value for people, organizations and…

Artificial Intelligence · Computer Science 2017-04-19 Nicolas Pröllochs , Stefan Feuerriegel , Dirk Neumann

The deluge of new papers has significantly blocked the development of academics, which is mainly caused by author-level and publication-level evaluation metrics that only focus on quantity. Those metrics have resulted in several severe…

Digital Libraries · Computer Science 2022-01-17 Xinrong Zhang , Zihou Ren , Xi Li , Shuqi Liu , Yunlong Deng , Yadi Xiao , Yuxing Han , Jiangtao Wen

The rise of AI conversational agents has broadened opportunities to enhance human capabilities across various domains. As these agents become more prevalent, it is crucial to investigate the impact of different affective abilities on their…

Human-Computer Interaction · Computer Science 2023-10-20 Javier Hernandez , Jina Suh , Judith Amores , Kael Rowan , Gonzalo Ramos , Mary Czerwinski

Artificial intelligence systems for scientific discovery have demonstrated remarkable potential, yet existing approaches remain largely proprietary and operate in batch-processing modes requiring hours per research cycle, precluding…

Artificial Intelligence · Computer Science 2026-01-28 Lukas Weidener , Marko Brkić , Mihailo Jovanović , Ritvik Singh , Chiara Baccin , Emre Ulgac , Alex Dobrin , Aakaash Meduri

The rise of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) has rapidly increased the need for high-quality, curated information retrieval datasets. These datasets, however, are currently created with off-the-shelf…

Information Retrieval · Computer Science 2026-02-05 Sameh Khattab , Marie Bauer , Lukas Heine , Till Rostalski , Jens Kleesiek , Julian Friedrich

The creation process of design fiction is going participatory and inclusive with non experts. Recognizing the potential of artificial intelligence in creativity support, we explore the use of AI assistance in creating design fiction. This…

Human-Computer Interaction · Computer Science 2022-10-04 Yiying Wu , Yunye Yu , Pengcheng An
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