We propose a human evaluation framework for model answers along multiple axes including factuality, comprehension, reasoning, possible harm and bias. Here, to address these limitations, we present MultiMedQA, a benchmark combining six existing medical question answering datasets spanning professional medicine, research and consumer queries and a new dataset of medical questions searched online, HealthSearchQA. Attempts to assess the clinical knowledge of models typically rely on automated evaluations based on limited benchmarks. Large language models (LLMs) have demonstrated impressive capabilities, but the bar for clinical applications is high. Nature volume 620, pages 172–180 ( 2023) Cite this article Songs from the Apple Music catalog cannot be burned to a CD.Large language models encode clinical knowledge iTunes-compatible CD or DVD recorder to create audio CDs, MP3 CDs, or backup CDs or DVDs. Internet connection to use Apple Music, the iTunes Store, and iTunes Extras.Screen resolution of 1024x768 or greater 1280x800 or greater is required to play an iTunes LP or iTunes Extras. To play 1080p HD video, a 2.4GHz Intel Core 2 Duo or faster processor, 2GB of RAM, and an Intel GMA X4500HD, ATI Radeon HD 2400, or NVIDIA GeForce 8300 GS or better is required.To play 720p HD video, an iTunes LP, or iTunes Extras, a 2.0GHz Intel Core 2 Duo or faster processor, 1GB of RAM, and an Intel GMA X3000, ATI Radeon X1300, or NVIDIA GeForce 6150 or better is required.To play standard-definition video from the iTunes Store, an Intel Pentium D or faster processor, 512MB of RAM, and a DirectX 9.0–compatible video card is required.PC with a 1GHz Intel or AMD processor with support for SSE2 and 512MB of RAM.
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