False-positive bug reports in the Linux kernel consume effort comparable to real bugs and can be filtered by LLMs using retrieval-augmented generation at 88% F1.
2009.Card sorting: Designing usable categories
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Industry practitioners indicate that generative AI heightens demand for prompting and output evaluation skills while reinforcing the value of problem-solving, critical thinking, architecture design, and debugging in software engineering.
Systematic review of 80 papers shows TTP extraction shifting to transformer and LLM methods but limited by narrow datasets, single-label focus, and low reproducibility.
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Characterizing and Mitigating False-Positive Bug Reports in the Linux Kernel
False-positive bug reports in the Linux kernel consume effort comparable to real bugs and can be filtered by LLMs using retrieval-augmented generation at 88% F1.
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"Don't Be Afraid, Just Learn": Insights from Industry Practitioners to Prepare Software Engineers in the Age of Generative AI
Industry practitioners indicate that generative AI heightens demand for prompting and output evaluation skills while reinforcing the value of problem-solving, critical thinking, architecture design, and debugging in software engineering.
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What Are Adversaries Doing? Automating Tactics, Techniques, and Procedures Extraction: A Systematic Review
Systematic review of 80 papers shows TTP extraction shifting to transformer and LLM methods but limited by narrow datasets, single-label focus, and low reproducibility.