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Auditing and Decomposing Feedback-Driven Evolution in LLM Test Generation under the Oracle Problem

Source
arxiv.org
Author
Yunhao Liang, Chengguang Gan, Ruixuan Ying, Hanjun Wei, Zhe Cui, Shiwen Ni
Date
Why it matters

Teams measuring test-generation gains against a single reference oracle are mostly measuring their oracle, not progress.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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