Can Fine-tuning Pre-trained Models Lead to Perfect NLP? A Study of the Generalizability of Relation Extraction. - Ningyu Zhang 001; Luoqiu Li; Shumin Deng; Haiyang Yu 003; Xu Cheng; Wei Zhang 127; Huajun Chen (CoRR, 2020)

OntoED: Low-resource Event Detection with Ontology Embedding. - Shumin Deng; Ningyu Zhang 001; Luoqiu Li; Hui Chen 018; Huaixiao Tou; Mosha Chen; Fei Huang 002; Huajun Chen (ACL/IJCNLP (1), 2021)

Text-Guided Legal Knowledge Graph Reasoning. - Luoqiu Li; Zhen Bi; Hongbin Ye; Shumin Deng; Hui Chen 018; Huaixiao Tou (CCKS, 2021)

On Robustness and Bias Analysis of BERT-Based Relation Extraction. - Luoqiu Li; Xiang Chen 016; Hongbin Ye; Zhen Bi; Shumin Deng; Ningyu Zhang 001; Huajun Chen (CCKS, 2021)

Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. - Luoqiu Li; Xiang Chen 016; Zhen Bi; Xin Xie 006; Shumin Deng; Ningyu Zhang 001; Chuanqi Tan; Mosha Chen; Huajun Chen (IJCKG, 2021)

Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. - Luoqiu Li; Xiang Chen 016; Ningyu Zhang 001; Shumin Deng; Xin Xie 006; Chuanqi Tan; Mosha Chen; Fei Huang 002; Huajun Chen (CoRR, 2021)

Text-guided Legal Knowledge Graph Reasoning. - Luoqiu Li; Zhen Bi; Hongbin Ye; Shumin Deng; Hui Chen 018; Huaixiao Tou; Ningyu Zhang 001; Huajun Chen (CoRR, 2021)

CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark. - Ningyu Zhang 001; Zhen Bi; Xiaozhuan Liang; Lei Li 040; Xiang Chen 016; Shumin Deng; Luoqiu Li; Hongbin Ye; Xin Shang; Kangping Yin; Chuanqi Tan; Jian Xu; et al. (CoRR, 2021)

Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners. - Ningyu Zhang 001; Luoqiu Li; Xiang Chen 016; Shumin Deng; Zhen Bi; Chuanqi Tan; Fei Huang 002; Huajun Chen (ICLR, 2022)