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Annibale Panichella

Delft University of Technology

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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
Preprint Aug 2026

Beyond FLOPs: Energy-Aware Knowledge Distillation for Sustainable LLMs on Code-Related Task

Energy-aware knowledge distillation when guided by direct energy surrogates rather than FLOPs can improve the energy consumption, sustainability, and deployability of LLMs for SE applications, enabling efficient models on consumer hardware.

Enrique Barba Roque, Luís Cruz, Annibale Panichella · 0 citations

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