ResearcharXiv cs.AI

RareDxR1: Autonomous Medical Reasoning for Rare Disease Diagnosis Beyond Human Annotation

#rare disease#ai#diagnosis#medical reasoning#language model

English

RareDxR1 is a new end-to-end large language model designed for autonomous reasoning in rare disease diagnosis, capable of processing unstructured clinical notes without human annotation. It employs a unique training framework that integrates knowledge internalization and evolutionary learning, achieving state-of-the-art accuracy in various benchmarks.

中文

RareDxR1是一种新型的端到端大型语言模型，旨在实现罕见疾病诊断的自主推理，能够处理无结构的临床记录而无需人工标注。它采用独特的训练框架，结合知识内化和进化学习，在多个基准测试中实现了最先进的准确性。