• Publication: O-COCOSDA 2024, pp. 1–6

• Contribution: Built a multi-aspect automatic assessment system for GEPT intermediate speaking, integrating acoustic features, language use, image/question analysis, BLIP-2, and LLMs; accuracy was 71% on familiar content and 68% on unseen content.