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Kwang Hwi Lee

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Articles

Human-in-the-loop validation of a sequential multi-LLM medical education pipeline

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By Yoojin Nam, Taein An, Sung Il Hwang, Ji Won Jeong, Dong Yeong Kim, Pyeong Hwa Kim, So Yeon Kim, Sungkwan Kim, Taehee Lee, JOON PARK, Seunghyeon Shin, Yongsik Sim, Seunghyun Song, Namkug Kim, Chawoong Jeon, Juhyun Jeong, Yangwon Kim, Kwang Hwi Lee, Jeong Min Song
| Nature Verified
Abstract Large language models (LLMs) can generate medical educational content at scale, but multi-dimensional human validation of multi-LLM pipelines has not been performed at scale. We evaluated a 7-stage sequential multi-LLM pipeline implemented exclusively with the Gemini family (Gemini 3 Flash and Pro for text; Gemini 3 Pro Image, the Nano Banana Pro preview, for images), producing 6000 flashcards and 833 infographics for radiology board preparation.
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