The paper delivers a taxonomy of seven LLM study types in software engineering along with eight guidelines that separate mandatory requirements from recommended practices to address reproducibility challenges.
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Analysis of 4,913 C projects found 37% use at least one GCC builtin, 10 builtins cover over 30% of projects, 110 cover 90%, builtins are still being added, and many tools have incomplete or incorrect support.
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Guidelines for Empirical Studies in Software Engineering involving Large Language Models
The paper delivers a taxonomy of seven LLM study types in software engineering along with eight guidelines that separate mandatory requirements from recommended practices to address reproducibility challenges.
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Understanding GCC Builtins to Develop Better Tools
Analysis of 4,913 C projects found 37% use at least one GCC builtin, 10 builtins cover over 30% of projects, 110 cover 90%, builtins are still being added, and many tools have incomplete or incorrect support.