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Many people are interested in ChatGPT since it has become a prominent AIGC model that provides high-quality responses in various contexts, such as software development and maintenance. Misuse of ChatGPT might cause significant issues,…

Digital Libraries · Computer Science 2024-03-22 Arslan Akram

As the numbers of submissions to conferences grow quickly, the task of assessing the quality of academic papers automatically, convincingly, and with high accuracy attracts increasing attention. We argue that studying interpretable…

Computation and Language · Computer Science 2021-07-15 Zining Zhu , Bai Li , Yang Xu , Frank Rudzicz

AI-generated text is proliferating across domains, from creative writing and journalism to marketing content and scientific articles. Models can follow user-provided instructions to generate coherent and grammatically correct outputs but in…

Computation and Language · Computer Science 2025-08-14 Tuhin Chakrabarty , Philippe Laban , Chien-Sheng Wu

Google AI Overviews (AIOs) are arguably the most widely encountered deployment of generative AI, reaching over 2 billion users who may not realize the answers they see are AI-generated. Where search engines have traditionally surfaced…

Computers and Society · Computer Science 2026-05-15 Haofei Xu , Umar Iqbal , Jacob M. Montgomery

The use of copyrighted books for training AI has sparked lawsuits from authors concerned about AI generating derivative content. Yet whether these models can produce high-quality literary text emulating authors' voices remains unclear. We…

Computation and Language · Computer Science 2026-03-18 Tuhin Chakrabarty , Jane C. Ginsburg , Paramveer Dhillon

In an era increasingly dominated by digital platforms, the spread of misinformation poses a significant challenge, highlighting the need for solutions capable of assessing information veracity. Our research contributes to the field of…

Computation and Language · Computer Science 2024-10-22 Darius Feher , Abdullah Khered , Hao Zhang , Riza Batista-Navarro , Viktor Schlegel

Within journalistic editorial processes, disclosing AI usage is currently limited to simplistic labels, which misses the nuance of how humans and AI collaborated on a news article. Through co-design sessions (N=10), we elicited 69…

Human-Computer Interaction · Computer Science 2026-01-19 Amber Kusters , Pooja Prajod , Pablo Cesar , Abdallah El Ali

AI is reshaping academic research, yet its role in peer review remains polarising and contentious. Advocates see its potential to reduce reviewer burden and improve quality, while critics warn of risks to fairness, accountability, and…

Human-Computer Interaction · Computer Science 2026-02-17 Shiping Chen , Shu Zhong , Duncan P. Brumby , Anna L. Cox

Professional fact-checkers rely on domain knowledge and deep contextual understanding to verify claims. Large language models (LLMs) and large reasoning models (LRMs) lack such grounding and primarily reason from available evidence alone,…

Computation and Language · Computer Science 2026-04-16 Dhruv Sahnan , Subhabrata Dutta , Tanmoy Chakraborty , Preslav Nakov , Iryna Gurevych

As generative artificial intelligence (AI) enables the creation and dissemination of information at massive scale and speed, it is increasingly important to understand how people perceive AI-generated content. One prominent policy proposal…

Computers and Society · Computer Science 2025-04-23 Isabel O. Gallegos , Chen Shani , Weiyan Shi , Federico Bianchi , Izzy Gainsburg , Dan Jurafsky , Robb Willer

Data annotation interfaces predominantly leverage ground truth labels to guide annotators toward accurate responses. With the growing adoption of Artificial Intelligence (AI) in domain-specific professional tasks, it has become increasingly…

Human-Computer Interaction · Computer Science 2024-03-05 Zinat Ara , Hossein Salemi , Sungsoo Ray Hong , Yasas Senarath , Steve Peterson , Amanda Lee Hughes , Hemant Purohit

A significant proportion of queries to large language models ask them to edit user-provided text, rather than generate new text from scratch. While previous work focuses on detecting fully AI-generated text, we demonstrate that AI-edited…

Computation and Language · Computer Science 2025-10-06 Katherine Thai , Bradley Emi , Elyas Masrour , Mohit Iyyer

Community Notes, the crowd-sourced misinformation governance system on X (formerly Twitter), allows users to flag misleading posts, attach contextual notes, and rate the notes' helpfulness. However, our empirical analysis of 30.8K…

Social and Information Networks · Computer Science 2026-04-23 Jiaying Wu , Zihang Fu , Haonan Wang , Fanxiao Li , Jiafeng Guo , Preslav Nakov , Min-Yen Kan

We present NOTAI.AI, an explainable framework for machine-generated text detection that extends Fast-DetectGPT by integrating curvature-based signals with neural and stylometric features in a supervised setting. The system combines 17…

Computation and Language · Computer Science 2026-03-09 Oleksandr Marchenko Breneur , Adelaide Danilov , Aria Nourbakhsh , Salima Lamsiyah

As AI integrates in various types of human writing, calls for transparency around AI assistance are growing. However, if transparency operates on uneven ground and certain identity groups bear a heavier cost for being honest, then the…

Computers and Society · Computer Science 2025-07-03 Inyoung Cheong , Alicia Guo , Mina Lee , Zhehui Liao , Kowe Kadoma , Dongyoung Go , Joseph Chee Chang , Peter Henderson , Mor Naaman , Amy X. Zhang

AI writing tools have been shown to dramatically change the way people write, yet the effects of AI text presentation are not well understood nor always intentionally designed. Although text presentation in existing large language model…

Human-Computer Interaction · Computer Science 2025-04-30 David Zhou , John R. Gallagher , Sarah Sterman

The rapid adoption of Large Language Models (LLMs) has spurred interest in automated peer review; however, progress is currently stifled by benchmarks that treat reviewing primarily as a rating prediction task. We argue that the utility of…

Computation and Language · Computer Science 2026-04-23 Bowen Li , Haochen Ma , Yuxin Wang , Jie Yang , Yining Zheng , Xinchi Chen , Xuanjing Huang , Xipeng Qiu

Students are increasingly relying on Generative AI (GAI) to support their writing-a key pedagogical practice in education. In GAI-assisted writing, students can delegate core cognitive tasks (e.g., generating ideas and turning them into…

Human-Computer Interaction · Computer Science 2024-12-11 Kaixun Yang , Mladen Raković , Zhiping Liang , Lixiang Yan , Zijie Zeng , Yizhou Fan , Dragan Gašević , Guanliang Chen

The emerging paradigm of AI co-scientists focuses on tasks characterized by repeatable verification, where agents explore search spaces in 'guess and check' loops. This paradigm does not extend to problems where repeated evaluation is…

While extensive research has focused on ChatGPT in recent years, very few studies have systematically quantified and compared linguistic features between human-written and artificial intelligence (AI)-generated language. This exploratory…

Computation and Language · Computer Science 2026-02-18 Georgios P. Georgiou
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