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cs.SE2024
Understanding Practitioners' Expectations on Clear Code Review Comments
Junkai Chen, Zhenhao Li, Qiheng Mao +3
The code review comment (CRC) is pivotal in the process of modern code review. It provides reviewers with the opportunity to identify potential bugs, offer constructive feedback, a…
cs.SE2024
NLPerturbator: Studying the Robustness of Code LLMs to Natural Language Variations
Junkai Chen, Zhenhao Li, Xing Hu +1
Large language models (LLMs) achieve promising results in code generation based on a given natural language description. They have been integrated into open-source projects and com…
cs.SE2024★ 3 cited
Reasoning Runtime Behavior of a Program with LLM: How Far Are We?
Junkai Chen, Zhiyuan Pan, Xing Hu +3
Large language models for code (i.e., code LLMs) have shown strong code understanding and generation capabilities. To evaluate the capabilities of code LLMs in various aspects, man…