Diagnostics (Basel, Switzerland)
Automated Tumor and Node Staging from Esophageal Cancer Endoscopic Ultrasound Reports: A Benchmark of Advanced Reasoning Models with Prompt Engineering and Cross-Lingual Evaluation.
Xudong Hu, Lingde Feng, Bingzhong Jing, Linna Luo, Wencheng Tan, Yin Li, Xinyi Zheng, Xinxin Huang, Shiyong Lin, Huiling Wu, Longjun He
Published: 202610.3390/diagnostics16020215
Abstract
Objectives: To benchmark the performance of DeepSeek-R1 against three other advanced AI reasoning models (GPT-4o, Qwen3, Grok-3) in automatically extracting T/N staging from esophageal cancer endoscopic ultrasound (EUS) complex medical reports, and t…
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