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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Chengyu Zhang

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Book Open access Jul 2026

Understanding and Mitigating Hallucinations in Industrial LLM-based Unit Test Generation

DEHALL is proposed, an automated end-to-end unit test generation tool that systematically mitigates both types of hallucinations through comprehensive context construction and targeted static analysis-based repair.

Yanlun Tu, Ziyue Zhou, Chengdong Xu et al. · 0 citations
Open access Jun 2026

Red Teaming LLMs via Linguistic-Aware Fuzzing

Lingfuzz is a linguistic-aware fuzzing framework for continuing red teaming LLMs that enables generating diverse malicious instructions due to the unlimited space of lexical and syntactic choices, while having a continued testing capability by iteratively mutating the mutants.

Shuai Yuan, Nian Luo, Jingling Sun et al. · 0 citations

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