Author

Yi-Zhou Yang

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Review Open access Aug 2026

Comparative performance of contemporary multimodal large language models in retinal imaging question answering

These findings support continued benchmarking and cautious, specialist-supervised use of multimodal LLMs in retinal education and structured imaging question answering and indicate that retinal image interpretation remains a major limitation.

Xiao-Chen Gu, Yi-Zhou Yang, Xuan-Qiao Lin et al. · Frontiers in Medicine · 0 citations

#small language model Review Open access Sep 2026

Large language models for ophthalmic examination understanding: from information extraction to clinical decision support

Publicly available LLMs and MLLMs are evolving from report-parsing tools toward broader ophthalmic clinical assistants, but their use should follow a task-layered validation framework in which verification and human oversight increase with the clinical consequences of error.

Gang-Yi Wang, Xuan-Qiao Lin, Yi-Zhou Yang · Frontiers in Medicine · 0 citations