Exploratory lab study finds shared LLM use builds shared understanding in design teams while parallel use risks context drift, with professionals reflecting on outputs for insights but sometimes anchoring early.
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Empirical study finds Git references enable over 86% success in mapping NVD records to vulnerability-fixing commits while non-Git references succeed under 14%, yielding an automated pipeline and external mining that together cover only 11.3% of records at 87% precision.
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The Role of LLMs in Collaborative Software Design
Exploratory lab study finds shared LLM use builds shared understanding in design teams while parallel use risks context drift, with professionals reflecting on outputs for insights but sometimes anchoring early.
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Mapping NVD Records to Their Vulnerability-fixing Commits: How Hard is It?
Empirical study finds Git references enable over 86% success in mapping NVD records to vulnerability-fixing commits while non-Git references succeed under 14%, yielding an automated pipeline and external mining that together cover only 11.3% of records at 87% precision.