Lowering Costs and Increasing Benefits Through the Ensemble of LLMs and Machine Learning Models. - Zhilin Liu; Qun Yang; Jianjian Zou (ICIC (LNAI 2), 2024)

LACNER: Enhancing Few-Shot Named Entity Recognition with Label Words and Contrastive Learning. - Yuhui Xiao; Qun Yang; Jianjian Zou; Sichi Zhou (IJCNN, 2024)

Prompt-Based Joint Contrastive Learning for Zero-Shot Relation Extraction. - Jianjian Zou; Yuhui Xiao; Sichi Zhou; Wei Li; Qun Yang (NLPCC (1), 2024)