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Xinyue Zhang

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#small language model Open access Aug 2026

The Performance of Large Language Models in Extracting Intestinal Symptoms From Electronic Health Records: Retrospective Observational Study

This study provides a systematic comparison of several open-source LLMs on a structured intestinal symptom extraction task and concludes that Qwen3 models offer a favorable balance between accuracy and efficiency, making them suitable for resource-constrained scenarios.

Xinyue Zhang, Quanyu Wang, Beibei Liu et al. · 0 citations