Cover Image

Human to Document, AI to Code: Comparing GenAI for Notebook Competitions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Settewong, Tasha, Fan, Youmei, Kula, Raula Gaikovina, Matsumoto, Kenichi
Format:	Preprint
Published:	2025
Subjects:	Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

How Natural Language Proficiency Shapes GenAI Code for Software Engineering Tasks
by: Rojpaisarnkit, Ruksit, et al.
Published: (2025)

Self-Admitted GenAI Usage in Open-Source Software
by: Xiao, Tao, et al.
Published: (2025)

How Maintainable is Proficient Code? A Case Study of Three PyPI Libraries
by: Febriyanti, Indira, et al.
Published: (2024)

Linking Code and Documentation Churn: Preliminary Analysis
by: Hovhannisyan, Ani, et al.
Published: (2024)

Reducing Alert Fatigue via AI-Assisted Negotiation: A Case for Dependabot
by: Kula, Raula Gaikovina
Published: (2025)

Mining the Characteristics of Jupyter Notebooks in Data Science Projects
by: Choetkiertikul, Morakot, et al.
Published: (2023)

The Shift from Writing to Pruning Software: A Bonsai-Inspired IDE for Reshaping AI Generated Code
by: Kula, Raula Gaikovina, et al.
Published: (2025)

Exploring the SECURITY.md in the Dependency Chain: Preliminary Analysis of the PyPI Ecosystem
by: Termphaiboon, Chayanid, et al.
Published: (2025)

Interacting with AI Reasoning Models: Harnessing "Thoughts" for AI-Driven Software Engineering
by: Treude, Christoph, et al.
Published: (2025)

The Impact of Sanctions on GitHub Developers and Activities
by: Fan, Youmei, et al.
Published: (2024)

The Future of Development Environments with AI Foundation Models: NII Shonan Meeting 222 Report
by: Hu, Xing, et al.
Published: (2025)

Mining for Lags in Updating Critical Security Threats: A Case Study of Log4j Library
by: Tanaka, Hidetake, et al.
Published: (2025)

Do Developers Depend on Deprecated Library Versions? A Mining Study of Log4j
by: Yoshioka, Haruhiko, et al.
Published: (2025)

The Role of Code Proficiency in the Era of Generative AI
by: Robles, Gregorio, et al.
Published: (2024)

A Longitudinal Analysis of Good First Issue Practices and Newcomer Pull Requests in Popular OSS Projects
by: Hoshikawa, Hirotatsu, et al.
Published: (2026)

When is Generated Code Difficult to Comprehend? Assessing AI Agent Python Code Proficiency in the Wild
by: Temkulkiat, Nanthit, et al.
Published: (2026)

Automated Code Review Assignments: An Alternative Perspective of Code Ownership on GitHub
by: Lulla, Jai Lal, et al.
Published: (2025)

Towards Sustainable and Secure Reuse in Dependency Supply Chains: Initial Analysis of NPM packages at the End of the Chain
by: Reid, Brittany Anne, et al.
Published: (2025)

Does the First Response Matter for Future Contributions? A Study of First Contributions
by: Assavakamhaenghan, Noppadol, et al.
Published: (2021)

Nigerian Software Engineer or American Data Scientist? GitHub Profile Recruitment Bias in Large Language Models
by: Nakano, Takashi, et al.
Published: (2024)

SmartPatchLinker: An Open-Source Tool to Linked Changes Detection for Code Review
by: Khemissi, Islem, et al.
Published: (2026)

Drop it All or Pick it Up? How Developers Responded to the Log4JShell Vulnerability
by: Maeprasart, Vittunyuta, et al.
Published: (2024)

Contributing Back to the Ecosystem: A User Survey of NPM Developers
by: Wattanakriengkrai, Supatsara, et al.
Published: (2024)

Uncovering Intention through LLM-Driven Code Snippet Description Generation
by: Nugroho, Yusuf Sulistyo, et al.
Published: (2025)

Developer Reactions to Protestware in Open Source Software: The cases of color.js and es5.ext
by: Fan, Youmei, et al.
Published: (2024)

Going Viral: Case Studies on the Impact of Protestware
by: Fan, Youmei, et al.
Published: (2024)

PyGress: Tool for Analyzing the Progression of Code Proficiency in Python OSS Projects
by: Charatvaraphan, Rujiphart, et al.
Published: (2025)

Humans Integrate, Agents Fix: How Agent-Authored Pull Requests Are Referenced in Practice
by: Khemissi, Islem, et al.
Published: (2026)

Forecasting Developer Environments with GenAI: A Research Perspective
by: Kula, Raula Gaikovina, et al.
Published: (2026)

Open Source at a Crossroads: The Future of Licensing Driven by Monetization
by: Kula, Raula Gaikovina, et al.
Published: (2025)

Not Only for Developers: Exploring Plugin Maintenance for Knowledge-Centric Communities
by: Rosa, Giovanni, et al.
Published: (2026)

A Preliminary Study on Self-Contained Libraries in the NPM Ecosystem
by: Jaisri, Pongchai, et al.
Published: (2024)

Using LLMs for Security Advisory Investigations: How Far Are We?
by: Abdullah, Bayu Fedra, et al.
Published: (2025)

Ethical Considerations Towards Protestware
by: Cheong, Marc, et al.
Published: (2023)

What About Our Bug? A Study on the Responsiveness of NPM Package Maintainers
by: Saeidi, Mohammadreza, et al.
Published: (2025)

Who Writes the Docs in SE 3.0? Agent vs. Human Documentation Pull Requests
by: Yamasaki, Kazuma, et al.
Published: (2026)

Towards Identifying Code Proficiency through the Analysis of Python Textbooks
by: Rojpaisarnkit, Ruksit, et al.
Published: (2024)

An Empirical Study of Security-Policy Related Issues in Open Source Projects
by: Kanaji, Rintaro, et al.
Published: (2025)

How AI Coding Agents Communicate: A Study of Pull Request Description Characteristics and Human Review Responses
by: Watanabe, Kan, et al.
Published: (2026)

Social Media Reactions to Open Source Promotions: AI-Powered GitHub Projects on Hacker News
by: Meakpaiboonwattana, Prachnachai, et al.
Published: (2025)