Author

Andy Zaidman

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#software testing Preprint Sep 2026

Enhancing Automated Unit Test Generation for NLP Libraries Using Large Language Models

LLMSuite is proposed, a hybrid test generation framework that integrates self-refinement prompting with class-level LLM reasoning into the search-based testing process and complements manually written test suites by exercising domain-specific behaviors that are often left untested.

Amirhossein Deljouyi, Annibale Panichella, Andy Zaidman · 0 citations

Book Open access Jul 2026

Can LLMs Make Software Testing Greener? An Empirical Study on JUnit Test Energy Reengineering

An exploratory study to examine whether current Large Language Models are capable of reengineering unit tests to improve their energy efficiency while maintaining test effectiveness indicates that only a small subset of unit tests shows improved energy efficiency, with negligible impact on test effectiveness.

Xutong Liu, Andy Zaidman · SIGSOFT FSE Companion · 0 citations