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Related papers: Characterizing AI Fact-Checkers and Their Contribu…

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We propose a learning analytics-based methodology for assessing the collaborative writing of humans and generative artificial intelligence. Framed by the evidence-centered design, we used elements of knowledge-telling, knowledge…

Human-Computer Interaction · Computer Science 2024-01-18 Yixin Cheng , Kayley Lyons , Guanliang Chen , Dragan Gasevic , Zachari Swiecki

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

Human-Computer Interaction · Computer Science 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability. In recent years, AI agents that can understand code…

Software Engineering · Computer Science 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams

The growing use of large language models (LLMs) for text generation has led to widespread concerns about AI-generated content detection. However, an overlooked challenge is AI-polished text, where human-written content undergoes subtle…

Computation and Language · Computer Science 2025-05-06 Shoumik Saha , Soheil Feizi

As dialogue systems and chatbots increasingly integrate into everyday interactions, the need for efficient and accurate evaluation methods becomes paramount. This study explores the comparative performance of human and AI assessments across…

Computation and Language · Computer Science 2024-09-11 Ike Ebubechukwu , Johane Takeuchi , Antonello Ceravola , Frank Joublin

As AI-generated fiction becomes increasingly prevalent, questions of authorship and originality are becoming central to how written work is evaluated. While most existing work in this space focuses on identifying surface-level signatures of…

Computation and Language · Computer Science 2026-04-15 Jenna Russell , Rishanth Rajendhran , Chau Minh Pham , Mohit Iyyer , John Wieting

In many AI applications today, the predominance of black-box machine learning models, due to their typically higher accuracy, amplifies the need for Explainable AI (XAI). Existing XAI approaches, such as the widely used SHAP values or…

Artificial Intelligence · Computer Science 2026-05-28 David Martens , James Hinns , Camille Dams , Mark Vergouwen , Theodoros Evgeniou

While prior work has examined the generation capabilities of Agentic AI systems, little is known about how reviewers respond to AI-authored code in practice. In this paper, we present a large-scale empirical study of code review dynamics in…

Software Engineering · Computer Science 2026-01-28 Md. Asif Haider , Thomas Zimmermann

Have you ever read a blog or social media post and suspected that it was written--at least in part--by artificial intelligence (AI)? While transparently acknowledging contributors to writing is generally valued, why some writers choose to…

Human-Computer Interaction · Computer Science 2025-05-28 Jingchao Fang , Mina Lee

AI chatbots are becoming a primary interface for seeking information. As their popularity grows, chatbot providers are starting to deploy advertising and analytics. Despite this, tracking on AI chatbots has not been systematically studied.…

Cryptography and Security · Computer Science 2026-05-14 Muhammad Jazlan , Ethan Wang , Yash Vekaria , Zubair Shafiq

Understanding the sources of variability in annotations is crucial for developing fair NLP systems, especially for tasks like sexism detection where demographic bias is a concern. This study investigates the extent to which annotator…

Computation and Language · Computer Science 2025-07-29 Hadi Mohammadi , Tina Shahedi , Pablo Mosteiro , Massimo Poesio , Ayoub Bagheri , Anastasia Giachanou

Recent immense breakthroughs in generative models such as in GPT4 have precipitated re-imagined ubiquitous usage of these models in all applications. One area that can benefit by improvements in artificial intelligence (AI) is healthcare.…

Computation and Language · Computer Science 2023-06-06 Wen-wai Yim , Yujuan Fu , Asma Ben Abacha , Neal Snider , Thomas Lin , Meliha Yetisgen

Innovations in artificial intelligence (AI) are occurring at speeds faster than ever witnessed before. However, few studies have managed to measure or depict this increasing velocity of innovations in the field of AI. In this paper, we…

Digital Libraries · Computer Science 2020-09-04 Xuli Tang , Xin Li , Ying Ding , Min Song , Yi Bu

Crowdsourced annotation is vital to both collecting labelled data to train and test automated content moderation systems and to support human-in-the-loop review of system decisions. However, annotation tasks such as judging hate speech are…

Human-Computer Interaction · Computer Science 2023-09-06 Danula Hettiachchi , Indigo Holcombe-James , Stephanie Livingstone , Anjalee de Silva , Matthew Lease , Flora D. Salim , Mark Sanderson

Given the volume of potentially false claims online, claim prioritization is essential in allocating limited human resources available for fact-checking. In this study, we perceive claim prioritization as an information retrieval (IR) task:…

Human-Computer Interaction · Computer Science 2026-01-23 Houjiang Liu , Jacek Gwizdka , Matthew Lease

The growing popularity of AI writing assistants presents exciting opportunities to craft tools that cater to diverse user needs. This study explores how personality shapes preferences for AI writing companions and how personalized designs…

Human-Computer Interaction · Computer Science 2025-09-16 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin

The rapid integration of AI writing tools into online platforms raises critical questions about their impact on content production and outcomes. We leverage a unique natural experiment on Change$.$org, a leading social advocacy platform, to…

Computers and Society · Computer Science 2026-02-16 Isabel Corpus , Eric Gilbert , Allison Koenecke , Mor Naaman

Quantitative Artificial Intelligence (AI) Benchmarks have emerged as fundamental tools for evaluating the performance, capability, and safety of AI models and systems. Currently, they shape the direction of AI development and are playing an…

Artificial Intelligence · Computer Science 2025-05-27 Maria Eriksson , Erasmo Purificato , Arman Noroozian , Joao Vinagre , Guillaume Chaslot , Emilia Gomez , David Fernandez-Llorca

As AI becomes more capable, it is unclear how human creativity will remain essential in jobs that incorporate AI. We conducted a 14-week study of a student newsroom using an AI tool to convert web articles into social media videos. Most…

Saving, or checkpointing, intermediate results during interactive data exploration can potentially boost user productivity. However, existing studies on this topic are limited, as they primarily rely on small-scale experiments with human…

Human-Computer Interaction · Computer Science 2025-04-03 Hanxi Fang , Supawit Chockchowwat , Hari Sundaram , Yongjoo Park