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Yingquan Zhao

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Book Open access Jul 2026

LLM-based Specification-Driven Test Oracle Enhancement

JavaOracle is proposed, a specification-driven approach that leverages large language models to reason over specifications and systematically enhance test oracles and further automates test case minimization and bug report generation, producing submission-ready reports without manual effort.

Ruifeng Fu, Yingquan Zhao, Meng Wang et al. · SIGSOFT FSE Companion · 0 citations