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Author

J. T. Panachakel

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Review Aug 2026

Can Legal AI Know When It Is Wrong? And Do Students Know When It Is?

This work identifies the 'inertia of confidence'--an overconfidence phenomenon analogous to the Dunning-Kruger effect where LLMs provide incorrect legal verdicts with near-maximum confidence, driven by a hypothesized'precedent overfitting'bias and proposes shifting toward adversarial legal research pedagogy and impleme...

Angel Mary John, Vipin Kumar Singh, J. T. Panachakel · 0 citations

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