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Pengyu Chang

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#large language models Open access Oct 2026

Test vs Mutant: Adversarial LLM Agents for Robust Unit Test Generation

Software testing is a critical, yet resource-intensive phase of the software development lifecycle. Search-based approaches typically achieve high coverage but produce tests with low readability, whereas large language model (LLM)-based methods generate more human-readable tests but often suffer from low coverage and c...

Pengyu Chang, Yixiong Fang, SILIN CHEN et al. · 0 citations

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