Large language models (LLMs) are increasingly studied for software vulnerability detection, but the benefits of recent reasoning-enabled (“thinking”) modes remain unclear. At the same time, agentic LLM designs aim to enhance analysis through structured collaboration, while practical software security workflows require...
Hua-Beng Tan, Ratnadira Widyasari, Merve Astekin et al.· Proceedings of the 41st IEEE...· 0 citations
Large language models (LLMs) are increasingly used in software engineering, including agentic systems that coordinate multiple agents, but impose higher computational and environmental costs. In this paper, we present a comprehensive empirical study of agentic LLM systems across five software engineering tasks: code ge...
Merve Astekin, Yan Naing Tun, Arda Goknil et al.· 0 citations
This work investigates the potential of the waste hierarchy from the EU's Waste Framework Directive, which suggests five different measures for how to manage waste: prevention, reuse, recycling, recovery, and disposal, and calls to attention that prevention of unnecessary use of LLMs carry huge potential for lowering t...
E. Husom, M. Nylund, Ophelia Prillard· 0 citations
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