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

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Ziheng Wang

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Jul 2026

Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation

The results suggest that organizing real-bug mechanisms as retrievable and executable feedback targets is an effective way to guide generated tests toward bug-triggering inputs and behavioral oracles.

Ziheng Wang, Maike Li, Chen Zhi · 0 citations

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