Boosting Test Generation in Industrial Codebases: A Comparative Study of Base and Fine-Tuned LLMs

Large Language Models (LLMs) have demonstrated promising capabilities in automated software engineering tasks, particularly in test case generation. Recently, researchers and practitioners have actively explored using open-source datasets with both open-source and commercial LLMs for generating test...

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Váldodahkkit:	Azeem Ahmad, Muhammad Rashid Naeem
Materiálatiipa:	Artigo
Giella:	Inglês
Almmustuhtton:	IEEE 2026-01-01
Ráidu:	IEEE Access
Fáttát:	Artificial Intelligence machine learning large language models software testing test case generation fine-tuning
Liŋkkat:	https://ieeexplore.ieee.org/document/11506351/
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