resource · 2026

Evaluating Large Language Models for Query Refinement in Systematic Review Retrieval of Traditional Chinese Medicine

Current Bioinformatics

Organizations: China Academy of Chinese Medical Sciences / Hunan University of Traditional Chinese Medicine

Evaluating Large Language Models for Query Refinement in Systematic Review Retrieval of Traditional Chinese Medicine is a resource in the TCM LLM catalog (Awesome-TCM-LLM), dated 2026. It is maintained alongside the GitHub list of Traditional Chinese Medicine large language models.

The authors tested GPT-4o, GPT-5, DeepSeek-V3, and DeepSeek-R1 under six prompts for literature retrieval in CNKI, Wanfang, PubMed, and Embase on psoriasis, COVID-19, and type 2 diabetes; the deduplicated gold-standard set contained 182 records (50, 74, and 58).

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