Empirical analysis of 338 PRs with self-admitted ChatGPT usage shows low full integration (median 25%), selective adaptation patterns, and broader influence on developer reasoning during reviews.
In: Proceedings of the 54th ACM Technical Symposium on Computer Sci- ence Education, p
4 Pith papers cite this work. Polarity classification is still indexing.
representative citing papers
lpviz is a web-based interactive visualization tool for linear programming that enables direct graphical editing of problems and comparison of multiple solver algorithms in 2D and 3D.
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A survey of user studies on LLM use in programming that identifies interaction behaviors, mixed benefits and weaknesses, and factors influencing human and task performance.
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PatchTrack: A Comprehensive Analysis of ChatGPT's Influence on Pull Request Outcomes
Empirical analysis of 338 PRs with self-admitted ChatGPT usage shows low full integration (median 25%), selective adaptation patterns, and broader influence on developer reasoning during reviews.
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lpviz: Interactive Linear Programming Visualization
lpviz is a web-based interactive visualization tool for linear programming that enables direct graphical editing of problems and comparison of multiple solver algorithms in 2D and 3D.
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XARP Tools: An Extended Reality Platform for Humans and AI Agents
XARP provides a WebSocket-based remote-procedure system that lets Python code and AI agents control Unity XR clients, with benchmarks and user studies showing faster iteration than conventional XR workflows.
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Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks
A survey of user studies on LLM use in programming that identifies interaction behaviors, mixed benefits and weaknesses, and factors influencing human and task performance.