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Generating accurate code review comments remains a significant challenge due to the inherently diverse and non-unique nature of the task output. Large language models pretrained on both programming and natural language data tend to perform…

Software Engineering · Computer Science 2024-11-18 Md. Asif Haider , Ayesha Binte Mostofa , Sk. Sabit Bin Mosaddek , Anindya Iqbal , Toufique Ahmed

Large language models (LLMs) have demonstrated remarkable capabilities in function calling for autonomous agents, yet current mechanisms lack explicit reasoning transparency during parameter generation, particularly for complex functions…

Artificial Intelligence · Computer Science 2026-02-09 Lei Wei , Xiao Peng , Jinpeng Ou , Bin Wang

Automated code documentation is essential for modern software development, providing the contextual grounding that both human developers and coding agents rely on to navigate large codebases. Existing repository-level approaches process…

Software Engineering · Computer Science 2026-05-15 Suyoung Bae , Jaehoon Lee , Changkyu Choi , YunSeok Choi , Jee-Hyong Lee

Effective code documentation is essential for collaboration, comprehension, and long-term software maintainability, yet developers often neglect it due to its repetitive nature. Automated documentation generation has evolved from heuristic…

Software Engineering · Computer Science 2026-02-10 Mojtaba Mostafavi Ghahfarokhi , Hamed Jahantigh , Alireza Asadi , Abbas Heydarnoori

Humorous memes blend visual and textual cues to convey irony, satire, or social commentary, posing unique challenges for AI systems that must interpret intent rather than surface correlations. Existing multimodal or prompting-based models…

Artificial Intelligence · Computer Science 2026-01-13 Olivia Shanhong Liu , Pai Chet Ng , De Wen Soh , Konstantinos N. Plataniotis

Code review (CR) is a crucial practice for ensuring software quality. Various automated review comment generation techniques have been proposed to streamline the labor-intensive process. However, existing approaches heavily rely on a single…

Software Engineering · Computer Science 2025-11-04 Shuochuan Li , Dong Wang , Patanamon Thongtanunam , Zan Wang , Jiuqiao Yu , Junjie Chen

Code documentation is essential to improve software maintainability and comprehension. The tedious nature of manual code documentation has led to much research on automated documentation generation. Existing automated approaches primarily…

Software Engineering · Computer Science 2025-09-19 Swapnil Sharma Sarker , Tanzina Taher Ifty

The automation of chemical research through self-driving laboratories (SDLs) promises to accelerate scientific discovery, yet the reliability and granular performance of the underlying AI agents remain critical, under-examined challenges.…

Artificial Intelligence · Computer Science 2025-10-01 Gihan Panapitiya , Emily Saldanha , Heather Job , Olivia Hess

Software development is a cognitively intensive process requiring multitasking, adherence to evolving workflows, and continuous learning. With the rise of large language model (LLM)-based tools, such as conversational agents (CAs), there is…

Software Engineering · Computer Science 2025-05-14 Glaucia Melo , Paulo Alencar , Donald Cowan

The production of 2D animation follows an industry-standard workflow, encompassing four essential stages: character design, keyframe animation, in-betweening, and coloring. Our research focuses on reducing the labor costs in the above…

Computer Vision and Pattern Recognition · Computer Science 2025-01-31 Yihao Meng , Hao Ouyang , Hanlin Wang , Qiuyu Wang , Wen Wang , Ka Leong Cheng , Zhiheng Liu , Yujun Shen , Huamin Qu

AI-generated content has evolved from monolithic models to modular workflows, particularly on platforms like ComfyUI, enabling customization in creative pipelines. However, crafting effective workflows requires great expertise to…

Computation and Language · Computer Science 2025-06-12 Zhenran Xu , Yiyu Wang , Xue Yang , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

Instruction Clarification Requests are a mechanism to solve communication problems, which is very functional in instruction-following interactions. Recent work has argued that the CoDraw dataset is a valuable source of naturally occurring…

Computation and Language · Computer Science 2023-07-27 Brielen Madureira , David Schlangen

Code comments are important for program comprehension, development, and maintenance tasks. Given the varying standards for code comments, and their unstructured or semi-structured nature, developers get easily confused (especially novice…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Mathias Birrer , Sebastiano Panichella , Mohammad Ghafari , Oscar Nierstrasz

Integrated Development Environments increasingly implement AI-powered code completion tools (CCTs), which promise to enhance developer efficiency, accuracy, and productivity. However, interaction challenges with CCTs persist, mainly due to…

Human-Computer Interaction · Computer Science 2025-10-07 Giuseppe Desolda , Andrea Esposito , Francesco Greco , Cesare Tucci , Paolo Buono , Antonio Piccinno

Generative AI is changing the way developers interact with software systems, providing services that can produce and deliver new content, crafted to satisfy the actual needs of developers. For instance, developers can ask for new code…

Software Engineering · Computer Science 2024-02-15 Ionut Daniel Fagadau , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

Commonsense reasoning is a critical aspect of human communication. Despite recent advances in conversational AI driven by large language models, commonsense reasoning remains a challenging task. In this work, we introduce SYNDICOM - a…

Computation and Language · Computer Science 2023-09-20 Christopher Richardson , Anirudh Sundar , Larry Heck

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

Engaging video comments play an important role in video social media, as they are the carrier of feelings, thoughts, or humor of the audience. Preliminary works have made initial exploration for video comment generation by adopting…

Computer Vision and Pattern Recognition · Computer Science 2023-08-23 Yuchong Sun , Bei Liu , Xu Chen , Ruihua Song , Jianlong Fu

Large Language Models (LLMs) produce eloquent texts but often the content they generate needs to be verified. Traditional information retrieval systems can assist with this task, but most systems have not been designed with LLM-generated…

Human-Computer Interaction · Computer Science 2024-08-28 Yingqiang Gao , Jhony Prada , Nianlong Gu , Jessica Lam , Richard H. R. Hahnloser

Online comments significantly influence users' judgments, yet their presentation, often determined by platform algorithms, can introduce biases, such as anchoring effects, which distort reasoning. While existing research emphasizes…

Human-Computer Interaction · Computer Science 2026-01-28 Yang Ouyang , Shenghan Gao , Ruichuan Wang , Hailiang Zhu , Yuheng Shao , Xiaoyu Gu , Quan Li