Multi-Task LLM with LoRA Fine-Tuning for Automated Cancer Staging and Biomarker Extraction
多任务LLM结合LoRA微调用于自动癌症分期和生物标志物提取
机构 * Department of Industrial & Systems Engineering, The University of Tennessee, Knoxville（工业与系统工程系，田纳西大学， Knoxville）
专题命中 病理影像 ：pathology(abstract)；分类 cs.LG
AI总结 本文提出一种参数高效、多任务框架，利用LoRA微调LLM实现乳腺癌TNM分期、组织学分级和生物标志物的自动化提取，实验显示其在宏F1分数上达到0.976，优于传统方法。
Comments 11 pages, 3 figures and 4 tables in the main manuscript. Additional content, figures and tables are in supplementary material section. 17 pages in total
