Audio scene recognition based on audio events and topic model. - Yan Leng; Nai Zhou; Chengli Sun; Xinyan Xu; Qi Yuan; Chuanfu Cheng; Yunxia Liu; Dengwang Li (Knowl. Based Syst., 2017)

Rule-based adversarial sample generation for text classification. - Nai Zhou; Nianmin Yao; Jian Zhao 029; Yanan Zhang (Neural Comput. Appl., 2022)

Multi-MCCR: Multiple models regularization for semi-supervised text classification with few labels. - Nai Zhou; Nianmin Yao; Qibin Li; Jian Zhao 029; Yanan Zhang (Knowl. Based Syst., 2023)

A Joint Entity and Relation Extraction Model based on Efficient Sampling and Explicit Interaction. - Qibin Li; Nianmin Yao; Nai Zhou; Jian Zhao 029; Yanan Zhang (ACM Trans. Intell. Syst. Technol., 2023)

Enhancing Biomedical NER with Adversarial Selective Training. - Qibin Li; Shengyuan Bai; Nai Zhou; Nianmin Yao (BIBM, 2024)

CDGAN-BERT: Adversarial constraint and diversity discriminator for semi-supervised text classification. - Nai Zhou; Nianmin Yao; Nannan Hu; Jian Zhao 029; Yanan Zhang (Knowl. Based Syst., 2024)

Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning. - Shengyuan Bai; Qibin Li; Zhe Wang; Nai Zhou; Nianmin Yao (AAAI, 2025)

Entity and relationship extraction based on span contribution evaluation and focusing framework. - Qibin Li; Nianmin Yao; Nai Zhou; Jian Zhao 029 (Comput. Speech Lang., 2025)

Entity and Relationship Extraction with High-quality Spans and Enhanced Marker Strategies. - Qibin Li; Nianmin Yao; Nai Zhou (Int. J. Autom. Comput., 2025)

Neural Network Based on Inter-layer Perturbation Strategy for Text Classification. - Nai Zhou; Nianmin Yao; Qibin Li (Mach. Intell. Res., 2025)