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#small language model Conference Open access Oct 2026

Selective Overconfidence: How Large Language Models Underserve Social Welfare Law Across Jurisdictions

Large language models are increasingly used in legal information systems, yet their knowledge is not uniformly distributed across legal domains. We introduce a knowledge-probe pipeline that measures whether an LLM exhibits differential confidence across areas of law. Applying the pipeline to 1,200 court decisions acros...

Shera Potka, Alex Thomo, Paula Helm et al. · 0 citations

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