Chinese Essay Rhetoric Recognition Using LoRA, In-context Learning and Model Ensemble

This paper explores Chinese essay rhetoric recognition using Large Language Models (LLMs), LoRA, and in-context learning to assess linguistic and higher-order thinking skills. The proposed method achieved the best performance and won first prize in the CCL 2025 Chinese essay rhetoric recognition evaluation task.