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RESEARCH27

Can Large Language Models Detect Methodological Flaws? Evidence from Gesture Recognition for UAV-Based Rescue Operation Based on Deep Learning

arXiv CS.CLΒ·April 17, 2026

This research investigates whether Large Language Models (LLMs) can identify methodological flaws, such as data leakage, in published machine learning studies. A case study showed six state-of-the-art LLMs consistently detected evaluation flaws in a gesture recognition paper due to non-independent data partitioning.

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