A representative case of cervical LN at level ⅡA on the right in a 56-year-old man with gingival cancer of T4 classification whose diagnosis differed between the deep learning (DL) model and radiologists’ assessments. The targeted LN size was 8.2 mm. The DL model diagnosed it as a metastatic LN, while two radiologists diagnosed it as a benign LN.