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Home/Authors/Ziheng Wang

Ziheng Wang

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Software Eng.×1

Frequent co-authors

Maike Li1×
Chen Zhi1×

Research Timeline

2026
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation

This paper proposes a framework to transform historical real-bug mechanisms into executable feedback targets for LLM-based unit test generation, improving real-bug detection over various baselines.

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Papers

cs.SEEmpiricalRecentJul 13, 2026

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

Ziheng Wang, Maike Li, Chen Zhi

This paper proposes a framework to transform historical real-bug mechanisms into executable feedback targets for LLM-based unit test generation, improving real-bug detection over various baselines.

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