Decoding the Essence of Scientific Knowledge Entity Extraction: An Innovative MRC Framework with Semantic Contrastive Learning and Boundary Perception. - Yang Li 278; Mengting Zhang; Zhixiong Zhang 002; Yajiao Wang (JCDL, 2024)

ProxyIE: Parameter-Free Adaptation for Scientific Information Extraction via Proxy Tuning. - Yang Li 278; Yajiao Wang; Zhixiong Zhang 002; Mengting Zhang; Meng Wang 036; Xin Lin (ADMA (3), 2025)

Explain Before Classify: Contrastive Rationale Distillation for Academic Opinion Recognition. - Mengting Zhang; Zhixiong Zhang 002; Yajiao Wang; Yang Li 278; Xin Lin; Meng Wang 036 (ADMA (1), 2025)

Innovative Sentence Classification in Scientific Literature: A Two-Phase Approach with Time Mixing Attention and Mixture of Experts. - Meng Wang 036; Mengting Zhang; Hanyu Li; Jing Xie; Zhixiong Zhang 002; Yang Li 278; Gaihong Yu (DATA, 2025)

Enhanced LLM Text Classification Method with Embedded Semantic Feature Encoding. - Meng Wang 036; Jing Xie; Yang Li 278; Zhixiong Zhang 002; Hanyu Li (IC3K (KDIR), 2025)

TrustSciAgent: Towards Rigorous and Trustworthy Agents for Scientific Research. - Yang Li 278; Meng Wang 036; Mengting Zhang; Zhixiong Zhang 002; Guangyin Zhang; Hanyu Li (TrustCom, 2025)

Named entity recognition for chinese scientific literature based on adversarial training and dual-masked global pointer. - Mengting Zhang; Yang Li 278; Zhixiong Zhang 002; Yajiao Wang; Qianqian Yu; Liangping Ding (Complex Intell. Syst., 2025)