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Nanjing University
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LLMs can be taught to avoid repeating past mistakes in vulnerability repair, boosting performance by up to 39% over state-of-the-art methods.
Existing REST API testing tools miss critical business logic, but LoBREST finds 38 bugs that no other tool can.
Most "agent skills" hyped for boosting LLMs in software engineering provide almost no benefit in real-world tasks, with 80% yielding zero pass-rate improvement.
