Nazmus Ashrafi
1 indexed paper
Recent (6 mo)
1With code
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126
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Software Eng.×1AI×1ML×1
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2026
How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Systems: A Paired Study on HumanEval
The study found that while multi-agent LLM code generation architectures significantly affect code complexity, the added complexity does not translate into better functional correctness, suggesting architectural elaboration must be justified by measured benefit.
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