Chengying Xu

Extraction-reasoning gaps in open-source LLM grading of liver pathology reports

Large language models (LLMs) may reduce the manual effort required to convert narrative pathology reports into structured research data, but it remains unclear whether their performance reflects extraction of explicit diagnostic labels or genuine histopathological reasoning. We e...