... the source abstract yielded the best performance. Originality/value The fine-tuning approach for LLMs is applied to the task of automated detection of quotation errors, and interpretability analysis is conducted on the model’s output results. Corresponding author Yingyi Zhang yyzhang9@suda.edu.cn...