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Book Open access Oct 2026

FAiLGen: Calibrating LLM for Failing Test Generation with Monte Carlo Tree Search

Failing test generation is an important yet challenging task in software engineering. It involves searching a vast space to identify fault-triggering test inputs and the oracles that assert these faulty executions. Several approaches have been proposed for generating failing tests. Specifically, given a program-under-t...

Tsz-On Li, Xiao-Chuan Yan, De-Hui Yi et al. · 0 citations

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