Transfer Deep Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. - Jingjing Xu 001; Shuming Ma; Yi Zhang 050; Bingzhen Wei; Xiaoyan Cai; Xu Sun 001 (NLPCC, 2017)

Does Higher Order LSTM Have Better Accuracy in Chunking and Named Entity Recognition? - Yi Zhang 050; Xu Sun 001; Yang Yang 125 (CoRR, 2017)

Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing. - Xu Sun 001; Weiwei Sun 001; Shuming Ma; Xuancheng Ren; Yi Zhang 050; Wenjie Li 002; Houfeng Wang (CoRR, 2017)

Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data? - Yi Zhang 050; Xu Sun 001; Shuming Ma; Yang Yang 125; Xuancheng Ren (COLING, 2018)

A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation. - Jingjing Xu 001; Xuancheng Ren; Yi Zhang 050; Qi Zeng 001; Xiaoyan Cai; Xu Sun 001 (EMNLP, 2018)

Learning Sentiment Memories for Sentiment Modification without Parallel Data. - Yi Zhang 050; Jingjing Xu 001; Pengcheng Yang; Xu Sun 001 (EMNLP, 2018)

A Chinese Dataset with Negative Full Forms for General Abbreviation Prediction. - Yi Zhang 050; Xu Sun 001 (LREC, 2018)

Accelerating Graph-Based Dependency Parsing with Lock-Free Parallel Perceptron. - Shuming Ma; Xu Sun 001; Yi Zhang 050; Bingzhen Wei (NLPCC (1), 2018)

A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification. - Pengcheng Yang; Shuming Ma; Yi Zhang 050; Junyang Lin; Qi Su 001; Xu Sun 001 (CoRR, 2018)

PKUSEG: A Toolkit for Multi-Domain Chinese Word Segmentation. - Ruixuan Luo; Jingjing Xu 001; Yi Zhang 050; Xuancheng Ren; Xu Sun 001 (CoRR, 2019)

Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting. - Yi Zhang 050; Tao Ge 001; Furu Wei; Ming Zhou 001; Xu Sun 001 (CoRR, 2019)

Towards easier and faster sequence labeling for natural language processing: A search-based probabilistic online learning framework (SAPO). - Xu Sun 001; Shuming Ma; Yi Zhang 050; Xuancheng Ren (Inf. Sci., 2019)

Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency. - Bingzhen Wei; Xuancheng Ren; Yi Zhang 050; Xiaoyan Cai; Qi Su 001; Xu Sun 001 (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2019)

Parallel Data Augmentation for Formality Style Transfer. - Yi Zhang 050; Tao Ge 001; Xu Sun 001 (ACL, 2020)

Pretrain-KGE: Learning Knowledge Representation from Pretrained Language Models. - Zhiyuan Zhang 001; Xiaoqian Liu; Yi Zhang 050; Qi Su 001; Xu Sun 001; Bin He (EMNLP (Findings), 2020)

Training Simplification and Model Simplification for Deep Learning : A Minimal Effort Back Propagation Method. - Xu Sun 001; Xuancheng Ren; Shuming Ma; Bingzhen Wei; Wei Li 101; Jingjing Xu 001; Houfeng Wang; Yi Zhang 050 (IEEE Trans. Knowl. Data Eng., 2020)

Translation as Cross-Domain Knowledge: Attention Augmentation for Unsupervised Cross-Domain Segmenting and Labeling Tasks. - Ruixuan Luo; Yi Zhang 050; Sishuo Chen; Xu Sun 001 (EMNLP (Findings), 2021)

A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models. - Kaiyuan Liao; Yi Zhang 050; Xuancheng Ren; Qi Su 001; Xu Sun 001; Bin He (NAACL-HLT, 2021)

Alleviating the Knowledge-Language Inconsistency: A Study for Deep Commonsense Knowledge. - Yi Zhang 050; Lei Li 039; Yunfang Wu; Qi Su 001; Xu Sun 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2022)

TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy. - Yiqun Chen 004; Qi Liu 071; Yi Zhang 050; Weiwei Sun 001; Daiting Shi; Jiaxin Mao; Dawei Yin (CoRR, 2024)

TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy. - Yiqun Chen 004; Qi Liu 071; Yi Zhang 050; Weiwei Sun 001; Xinyu Ma; Wei Yang; Daiting Shi; Jiaxin Mao; Dawei Yin (WWW, 2025)

MA4DIV: Multi-Agent Reinforcement Learning for Search Result Diversification. - Yiqun Chen 004; Jiaxin Mao; Yi Zhang 050; Dehong Ma; Long Xia; Jun Fan; Daiting Shi; Zhicong Cheng; Simiu Gu; Dawei Yin (WWW, 2025)

Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning. - Yiqun Chen 004; Lingyong Yan; Weiwei Sun 001; Xinyu Ma; Yi Zhang 050; Shuaiqiang Wang; Dawei Yin; Yiming Yang; Jiaxin Mao (CoRR, 2025)