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medRxiv PreprintsInternational13 November 2026

BenchmarkHub: an open-source platform for reproducible evaluation of large language models in healthcare

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Background: Large language models (LLMs) are solely judged by their scores on biomedical benchmarks, yet these scores are rarely reproducible since the prompts, inference settings and model builds are seldom reported. We developed BenchmarkHub, an open-source platform for auditable evaluation of language and vision-language models for biomedical research. Methods: BenchmarkHub is a Python web application (Django 5.2, SQLite) released under the MIT licence and available at https://github.com/juanjuanignacio/benchmarkhub. The application can be accessed through a browser interface, a set of comm
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