AAAI 2026technical0 citations

Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework

Jinge Wu, Zhaolong Wu, Ruizhe Li, Tong Chen, Abul Hasan, Yunsoo Kim, Jason Pui-Yin Cheung, Teng Zhang

Abstract

The increasing complexity and workload of clinical radiology leads to inevitable oversights and mistakes in their use as diagnostic tools, causing delayed treatments and sometimes life-threatening harm to patients. While large language models (LLMs) have shown remarkable progress in many tasks, their utilities in detecting and correcting errors in radiology reporting are limited. This paper proposes a novel dual-knowledge infusion framework that enhances LLMs

BibTeX
@inproceedings{aaai2026_errorcorrectioni,
  title = {Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework},
  author = {Jinge Wu and Zhaolong Wu and Ruizhe Li and Tong Chen and Abul Hasan and Yunsoo Kim and Jason Pui-Yin Cheung and Teng Zhang and Honghan Wu},
  booktitle = {AAAI 2026},
  year = {2026}
}
Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework · AAAI 2026