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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Freya Wirdemann

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Preprint Aug 2026

Code Health in LLM-Based Test Generation: Effectiveness and Token Efficiency

Coding agents powered by Large Language Models (LLMs) are now prominent in software engineering. Previous work has shown that AI tools perform better on high-quality source code that is easy to maintain. In this study, we investigate how the effectiveness of LLM-generated unit tests varies across maintainability levels...

Freya Wirdemann, Markus Borg, Nadim Hagatulah et al. · 0 citations

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