Author

Zhe-Han Jiang

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Open access Sep 2026

Multi-Agent collaboration as a complementary architecture for AI-generated medical examination items

Qian et al. showed single LLMs can generate acceptable knowledge-based questions but struggle with higher-order reasoning. We argue this is architectural: decomposing item development into specialized agents for drafting, critique, and iterative adversarial refinement improves quality. In blinded evaluation for China’s...

Zhe-Han Jiang · npj Digital Medicine · 0 citations

Open access Aug 2026

Transfer learning for text-based distractor selection rate prediction in medical multiple-choice questions: fine-tuning embedding models as a plausibility proxy

The technical feasibility of text-based distractor selection rate prediction is established and the performance landscape across model categories is characterized, with potential application scenarios requiring future validation.

Zhe-Han Jiang, Tian-Peng Zheng, Jia-Yi Liu et al. · npj Digital Medicine · 0 citations