Post by Lionel Briand

Automated unit testing, including test oracles, using multiple, specialized, and collaborating LLM agents This is a very exciting piece of new work led by Qinghua Xu, a research fellow in my group at the Lero research centre in Ireland, in collaboration with Huawei. "Hallucination to Consensus: Multi-Agent LLMs for End-to-End JUnit Test Generation", Qinghua Xu, Guancheng Wang, Lionel Briand, Kui Liu https://lnkd.in/enu5adY3 We propose CANDOR, a novel end-to-end, prompt engineering-based LLM framework for automated unit test generation in Java. CANDOR orchestrates multiple specialized LLM agents to collaboratively generate complete JUnit tests, including both high-quality test prefixes and accurate oracles.