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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

Guowei Yang

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Jul 2026

Measure Twice, Locate Once: Mitigating Hallucinations in LLM-based Agents for Repository-Scale Fault Localization

FaultLens is a novel FL technique that equips an LLM-based agent with a fine-grained feedback mechanism for repository-scale fault localization, and achieves a 43.35% improvement over SoapFL and a 24.24% improvement over AutoFL in the Top-1 metric, surpassing state-of-the-art LLM-based agent methods.

Feiyu Chen, Guowei Yang, Cheryl Lee et al. · 0 citations

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