Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources. - Taolin Zhang 001; Chengyu Wang 001; Minghui Qiu; Bite Yang; Xiaofeng He; Jun Huang 007 (CoRR, 2020)

SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text Mining. - Taolin Zhang 001; Zerui Cai; Chengyu Wang 001; Minghui Qiu; Bite Yang; Xiaofeng He (ACL/IJCNLP (1), 2021)

Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources. - Taolin Zhang 001; Chengyu Wang 001; Minghui Qiu; Bite Yang; Zerui Cai; Xiaofeng He; Jun Huang 007 (ACL/IJCNLP (Findings), 2021)

EMBERT: A Pre-trained Language Model for Chinese Medical Text Mining. - Zerui Cai; Taolin Zhang 001; Chengyu Wang 001; Xiaofeng He (APWeb/WAIM (1), 2021)

HORNET: Enriching Pre-trained Language Representations with Heterogeneous Knowledge Sources. - Taolin Zhang 001; Zerui Cai; Chengyu Wang 001; Peng Li 056; Yang Li 218; Minghui Qiu; Chengguang Tang; Xiaofeng He; Jun Huang 007 (CIKM, 2021)

HfGCN: Hierarchical fused GCN for Joint Entity and Relation Extraction. - Wei Nong; Taolin Zhang 001; Shuangji Yang; Nan Hu; Xiaofeng He (ICBK, 2021)

HAIN: Hierarchical Aggregation and Inference Network for Document-Level Relation Extraction. - Nan Hu; Taolin Zhang 001; Shuangji Yang; Wei Nong; Xiaofeng He (NLPCC (1), 2021)

SaGCN: Structure-Aware Graph Convolution Network for Document-Level Relation Extraction. - Shuangji Yang; Taolin Zhang 001; Danning Su; Nan Hu; Wei Nong; Xiaofeng He (PAKDD (3), 2021)

DKPLM: Decomposable Knowledge-Enhanced Pre-trained Language Model for Natural Language Understanding. - Taolin Zhang 001; Chengyu Wang 001; Nan Hu; Minghui Qiu; Chengguang Tang; Xiaofeng He; Jun Huang 007 (AAAI, 2022)

HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction. - Dongyang Li; Taolin Zhang 001; Nan Hu; Chengyu Wang 001; Xiaofeng He (ACL (Findings), 2022)

EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing. - Chengyu Wang 001; Minghui Qiu; Taolin Zhang 001; Tingting Liu; Lei Li 043; Jianing Wang 002; Ming Wang; Jun Huang 007; Wei Lin 016 (EMNLP (Demos), 2022)

Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training. - Taolin Zhang 001; Junwei Dong; Jianing Wang 002; Chengyu Wang 001; Ang Wang; Yinghui Liu; Jun Huang 007; Yong Li 020; Xiaofeng He (EMNLP (Industry Track), 2022)

From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language Models. - Junbing Yan; Chengyu Wang 001; Taolin Zhang 001; Xiaofeng He; Jun Huang 007; Wei Zhang (EMNLP (Findings), 2023)

Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding. - Taolin Zhang 001; Ruyao Xu; Chengyu Wang 001; Zhongjie Duan; Cen Chen 001; Minghui Qiu; Dawei Cheng; Xiaofeng He; Weining Qian (EMNLP, 2023)

OnMKD: An Online Mutual Knowledge Distillation Framework for Passage Retrieval. - Jiali Deng; Dongyang Li; Taolin Zhang 001; Xiaofeng He (NLPCC (2), 2023)

Knowledge-Enhanced Prototypical Network with Structural Semantics for Few-Shot Relation Classification. - Yanhu Li; Taolin Zhang 001; Dongyang Li; Xiaofeng He (PAKDD (3), 2023)

CIDR: A Cooperative Integrated Dynamic Refining Method for Minimal Feature Removal Problem. - Qian Chen; Taolin Zhang 001; Dongyang Li; Xiaofeng He (AAAI, 2024)

On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models. - Dongyang Li; Junbing Yan; Taolin Zhang 001; Chengyu Wang 001; Xiaofeng He; Longtao Huang; Hui Xue 001; Jun Huang 007 (ACL (Short Papers), 2024)

DAFNet: Dynamic Auxiliary Fusion for Sequential Model Editing in Large Language Models. - Taolin Zhang 001; Qizhou Chen; Dongyang Li; Chengyu Wang 001; Xiaofeng He; Longtao Huang; Hui Xue'; Jun Huang 007 (ACL (Findings), 2024)

UniPSDA: Unsupervised Pseudo Semantic Data Augmentation for Zero-Shot Cross-Lingual Natural Language Understanding. - Dongyang Li; Taolin Zhang 001; Jiali Deng; Longtao Huang; Chengyu Wang 001; Xiaofeng He; Hui Xue 001 (LREC/COLING, 2024)

KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning. - Dongyang Li; Taolin Zhang 001; Longtao Huang; Chengyu Wang 001; Xiaofeng He; Hui Xue 001 (LREC/COLING, 2024)

TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models. - Junbing Yan; Chengyu Wang 001; Taolin Zhang 001; Xiaofeng He; Jun Huang 007; Wei Zhang; Longtao Huang; Hui Xue 001 (LREC/COLING, 2024)

R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models. - Taolin Zhang 001; Dongyang Li; Qizhou Chen; Chengyu Wang 001; Longtao Huang; Hui Xue 001; Xiaofeng He; Jun Huang 007 (ECAI, 2024)

Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning. - Qizhou Chen; Taolin Zhang 001; Xiaofeng He; Dongyang Li; Chengyu Wang 001; Longtao Huang; Hui Xue' (EMNLP, 2024)

Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit. - Qizhou Chen; Taolin Zhang 001; Chengyu Wang 001; Xiaofeng He; Dakan Wang; Tingting Liu (AAAI, 2025)

BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering. - Taolin Zhang 001; Dongyang Li; Qizhou Chen; Chengyu Wang 001; Xiaofeng He (ACL (1), 2025)

Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts. - Qizhou Chen; Chengyu Wang 001; Dakan Wang; Taolin Zhang 001; Wangyue Li; Xiaofeng He (CVPR, 2025)

A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions. - Chengyu Wang 001; Taolin Zhang 001; Richang Hong; Jun Huang 007 (CoRR, 2025)

UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models. - Qizhou Chen; Dakan Wang; Taolin Zhang 001; Zaoming Yan; Chengsong You; Chengyu Wang 001; Xiaofeng He (CoRR, 2025)

QueueEDIT: Structural Self-Correction for Sequential Model Editing in LLMs. - Taolin Zhang 001; Haidong Kang; Dongyang Li; Qizhou Chen; Chengyu Wang 001; Xiaofeng He; Richang Hong (CoRR, 2025)