October 9, 2025Open Access

Evaluating Clinical Competencies of Large Language Models with a General Practice Benchmark

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Current large language models do not meet the competencies needed for general practice without human oversight.
The introduction of the GPBench benchmark provides a more realistic evaluation of LLMs in clinical settings.
The evaluation highlights the need for further optimization of language models to align with daily responsibilities of GPs.
Expert-annotated data for GPBench ensures assessments reflect routine clinical practice standards.

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Evaluation framework reveals LLMs' readiness as general practitioners is limited, suggesting improvements are necessary.

Li et al. (2025) studied this question.

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