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Author

Jian Cheng

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Preprint Aug 2026

Sparse Multi-Stage Expert-Agent Routing for Complex Clinical Reasoning

Sarse Multi-Stage Expert-Agent Routing is proposed, a language-based clinical reasoning framework that models diagnosis as a stage-wise routing process and adaptively activates a sparse set of medical expert agents, supported by expert-specific memory across stages.

Sike Xiang, Shuang Chen, Qianpeng Sun et al. · 1 citation
Open access 2026

Automated Generation of Situational Judgment Tests for Civil Aviation Flight Attendants Using Large Language Models: Method and Preliminary Evaluation

This study aims to construct and validate a retrieval-augmented generation (RAG)-driven workflow for automatically generating SJT items and provides preliminary evidence for the feasibility of an automated development pathway for psychological assessment tools based on LLMs and RAG technology.

Yaqian Liu, Qida Hao, Jian Cheng et al. · 0 citations

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