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I Got 96% Recall on LLM Hallucination Detection With No ML Model – Just 50 Lines of Python

DEV.to AI·May 25, 2026

This article presents a method for detecting LLM hallucinations using statistical signals and just 50 lines of Python code, achieving 96% recall without needing to train an additional ML model. The approach avoids the computational overhead and opacity of other methods like SelfCheckGPT.

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