Shumin Deng

ORCID

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 112

Top Venues

CoRR

AAAI

CCKS

IEEE ACM Trans. Audio Speech Lang. Process.

Publications

Yuexin Li, Chengyu Huang, Shumin Deng, Mei Lin Lock, Tri Cao, Nay Oo, Hoon Wei Lim, Bryan Hooi
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection. USENIX Security Symposium (2024)
Mengru Wang, Ningyu Zhang, Ziwen Xu, Zekun Xi, Shumin Deng, Yunzhi Yao, Qishen Zhang, Linyi Yang, Jindong Wang, Huajun Chen
Detoxifying Large Language Models via Knowledge Editing. ACL (1) (2024)
Mengru Wang, Ningyu Zhang, Ziwen Xu, Zekun Xi, Shumin Deng, Yunzhi Yao, Qishen Zhang, Linyi Yang, Jindong Wang, Huajun Chen
Detoxifying Large Language Models via Knowledge Editing. CoRR (2024)
Yuqi Zhu, Xiaohan Wang, Jing Chen, Shuofei Qiao, Yixin Ou, Yunzhi Yao, Shumin Deng, Huajun Chen, Ningyu Zhang
LLMs for knowledge graph construction and reasoning: recent capabilities and future opportunities. World Wide Web (WWW) 27 (5) (2024)
Yuexin Li, Chengyu Huang, Shumin Deng, Mei Lin Lock, Tri Cao, Nay Oo, Bryan Hooi, Hoon Wei Lim
KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection. CoRR (2024)
Yunzhi Yao, Ningyu Zhang, Zekun Xi, Mengru Wang, Ziwen Xu, Shumin Deng, Huajun Chen
Knowledge Circuits in Pretrained Transformers. CoRR (2024)
Yuqi Zhu, Shuofei Qiao, Yixin Ou, Shumin Deng, Ningyu Zhang, Shiwei Lyu, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents. CoRR (2024)
Zhen Bi, Ningyu Zhang, Yinuo Jiang, Shumin Deng, Guozhou Zheng, Huajun Chen
When Do Program-of-Thought Works for Reasoning? AAAI (2024)
Xiang Chen, Lei Li, Yuqi Zhu, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Ningyu Zhang, Huajun Chen
Sequence Labeling as Non-Autoregressive Dual-Query Set Generation. IEEE ACM Trans. Audio Speech Lang. Process. 32 (2024)
Mengru Wang, Yunzhi Yao, Ziwen Xu, Shuofei Qiao, Shumin Deng, Peng Wang, Xiang Chen, Jia-Chen Gu, Yong Jiang, Pengjun Xie, Fei Huang, Huajun Chen, Ningyu Zhang
Knowledge Mechanisms in Large Language Models: A Survey and Perspective. CoRR (2024)
Xiaohan Wang, Shengyu Mao, Ningyu Zhang, Shumin Deng, Yunzhi Yao, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen
Editing Conceptual Knowledge for Large Language Models. CoRR (2024)
Shuofei Qiao, Runnan Fang, Ningyu Zhang, Yuqi Zhu, Xiang Chen, Shumin Deng, Yong Jiang, Pengjun Xie, Fei Huang, Huajun Chen
Agent Planning with World Knowledge Model. CoRR (2024)
Ningyu Zhang, Yunzhi Yao, Bozhong Tian, Peng Wang, Shumin Deng, Mengru Wang, Zekun Xi, Shengyu Mao, Jintian Zhang, Yuansheng Ni, Siyuan Cheng, Ziwen Xu, Xin Xu, Jia-Chen Gu, Yong Jiang, Pengjun Xie, Fei Huang, Lei Liang, Zhiqiang Zhang, Xiaowei Zhu, Jun Zhou, Huajun Chen
A Comprehensive Study of Knowledge Editing for Large Language Models. CoRR (2024)
Minzhi Li, Zhengyuan Liu, Shumin Deng, Shafiq Joty, Nancy F. Chen, Min-Yen Kan
Decompose and Aggregate: A Step-by-Step Interpretable Evaluation Framework. CoRR (2024)
Yunzhi Yao, Peng Wang, Bozhong Tian, Siyuan Cheng, Zhoubo Li, Shumin Deng, Huajun Chen, Ningyu Zhang
Editing Large Language Models: Problems, Methods, and Opportunities. EMNLP (2023)
Shumin Deng, Jiacheng Yang, Hongbin Ye, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang, Huajun Chen, Ningyu Zhang
LOGEN: Few-Shot Logical Knowledge-Conditioned Text Generation With Self-Training. IEEE ACM Trans. Audio Speech Lang. Process. 31 (2023)
Yun Guo, Xueyao Xiao, Yi Chang, Shumin Deng, Luxin Yan
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal. CoRR (2023)
Yunzhi Yao, Shengyu Mao, Ningyu Zhang, Xiang Chen, Shumin Deng, Xi Chen, Huajun Chen
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction. SIGIR (2023)
Xiang Chen, Jintian Zhang, Xiaohan Wang, Tongtong Wu, Shumin Deng, Yongheng Wang, Luo Si, Huajun Chen, Ningyu Zhang
Continual Multimodal Knowledge Graph Construction. CoRR (2023)
Yuqi Zhu, Xiaohan Wang, Jing Chen, Shuofei Qiao, Yixin Ou, Yunzhi Yao, Shumin Deng, Huajun Chen, Ningyu Zhang
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities. CoRR (2023)
Shumin Deng, Ningyu Zhang, Nay Oo, Bryan Hooi
Towards A Unified View of Answer Calibration for Multi-Step Reasoning. CoRR (2023)
Shuofei Qiao, Yixin Ou, Ningyu Zhang, Xiang Chen, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Huajun Chen
Reasoning with Language Model Prompting: A Survey. ACL (1) (2023)
Zhen Bi, Ningyu Zhang, Yinuo Jiang, Shumin Deng, Guozhou Zheng, Huajun Chen
When Do Program-of-Thoughts Work for Reasoning? CoRR (2023)
Yun Guo, Xueyao Xiao, Yi Chang, Shumin Deng, Luxin Yan
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal. ICCV (2023)
Ningyu Zhang, Lei Li, Xiang Chen, Xiaozhuan Liang, Shumin Deng, Huajun Chen
Multimodal Analogical Reasoning over Knowledge Graphs. ICLR (2023)
Jintian Zhang, Xin Xu, Shumin Deng
Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View. CoRR (2023)
Yunzhi Yao, Peng Wang, Bozhong Tian, Siyuan Cheng, Zhoubo Li, Shumin Deng, Huajun Chen, Ningyu Zhang
Editing Large Language Models: Problems, Methods, and Opportunities. CoRR (2023)
Shumin Deng, Chengming Wang, Zhoubo Li, Ningyu Zhang, Zelin Dai, Hehong Chen, Feiyu Xiong, Ming Yan, Qiang Chen, Mosha Chen, Jiaoyan Chen, Jeff Z. Pan, Bryan Hooi, Huajun Chen
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph. ICDE (2023)
Shumin Deng, Shengyu Mao, Ningyu Zhang, Bryan Hooi
SPEECH: Structured Prediction with Energy-Based Event-Centric Hyperspheres. ACL (1) (2023)
Shumin Deng, Shengyu Mao, Ningyu Zhang, Bryan Hooi
SPEECH: Structured Prediction with Energy-Based Event-Centric Hyperspheres. CoRR (2023)
Xin Xie, Ningyu Zhang, Zhoubo Li, Shumin Deng, Hui Chen, Feiyu Xiong, Mosha Chen, Huajun Chen
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer. WWW (Companion Volume) (2022)
Xiang Chen, Ningyu Zhang, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion. SIGIR (2022)
Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen
Robust triple extraction with cascade bidirectional capsule network. Expert Syst. Appl. 187 (2022)
Xiang Chen, Ningyu Zhang, Lei Li, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction. CoRR (2022)
Xiang Chen, Ningyu Zhang, Xin Xie, Shumin Deng, Yunzhi Yao, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. WWW (2022)
Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning. NeurIPS (2022)
Ningyu Zhang, Xin Xie, Xiang Chen, Shumin Deng, Chuanqi Tan, Fei Huang, Xu Cheng, Huajun Chen
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings. CoRR (2022)
Xin Xie, Ningyu Zhang, Zhoubo Li, Shumin Deng, Hui Chen, Feiyu Xiong, Mosha Chen, Huajun Chen
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer. CoRR (2022)
Yin Fang, Qiang Zhang, Haihong Yang, Xiang Zhuang, Shumin Deng, Wen Zhang, Ming Qin, Zhuo Chen, Xiaohui Fan, Huajun Chen
Molecular Contrastive Learning with Chemical Element Knowledge Graph. AAAI (2022)
Ningyu Zhang, Lei Li, Xiang Chen, Xiaozhuan Liang, Shumin Deng, Huajun Chen
Multimodal Analogical Reasoning over Knowledge Graphs. CoRR (2022)
Shuofei Qiao, Yixin Ou, Ningyu Zhang, Xiang Chen, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Huajun Chen
Reasoning with Language Model Prompting: A Survey. CoRR (2022)
Ningyu Zhang, Xin Xu, Liankuan Tao, Haiyang Yu, Hongbin Ye, Xin Xie, Xiang Chen, Zhoubo Li, Lei Li, Xiaozhuan Liang, Yunzhi Yao, Shumin Deng, Wen Zhang, Zhenru Zhang, Chuanqi Tan, Fei Huang, Guozhou Zheng, Huajun Chen
DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population. CoRR (2022)
Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen
Learning to Ask for Data-Efficient Event Argument Extraction (Student Abstract). AAAI (2022)
Shumin Deng, Ningyu Zhang, Hui Chen, Chuanqi Tan, Fei Huang, Changliang Xu, Huajun Chen
Low-resource extraction with knowledge-aware pairwise prototype learning. Knowl. Based Syst. 235 (2022)
Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning. CoRR (2022)
Xin Xie, Zhoubo Li, Xiaohan Wang, Shumin Deng, Feiyu Xiong, Huajun Chen, Ningyu Zhang
PromptKG: A Prompt Learning Framework for Knowledge Graph Representation Learning and Application. CoRR (2022)
Xiang Chen, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen, Ningyu Zhang
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting. COLING (2022)
Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Qiang Zhang, Jiazhang Lian, Huajun Chen
OntoProtein: Protein Pretraining With Gene Ontology Embedding. ICLR (2022)
Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen, Huajun Chen
Ontology-enhanced Prompt-tuning for Few-shot Learning. WWW (2022)
Shumin Deng, Chengming Wang, Zhoubo Li, Ningyu Zhang, Zelin Dai, Hehong Chen, Feiyu Xiong, Ming Yan, Qiang Chen, Mosha Chen, Jiaoyan Chen, Jeff Z. Pan, Bryan Hooi, Huajun Chen
Construction and Applications of Billion-Scale Pre-trained Multimodal Business Knowledge Graph. CoRR (2022)
Xiang Chen, Ningyu Zhang, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion. CoRR (2022)
Xiang Chen, Ningyu Zhang, Lei Li, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction. NAACL-HLT (Findings) (2022)
Yunzhi Yao, Shengyu Mao, Xiang Chen, Ningyu Zhang, Shumin Deng, Huajun Chen
Schema-aware Reference as Prompt Improves Data-Efficient Relational Triple and Event Extraction. CoRR (2022)
Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners. ICLR (2022)
Shumin Deng, Ningyu Zhang, Hui Chen, Feiyu Xiong, Jeff Z. Pan, Huajun Chen
Knowledge Extraction in Low-Resource Scenarios: Survey and Perspective. CoRR (2022)
Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Jiazhang Lian, Qiang Zhang, Huajun Chen
OntoProtein: Protein Pretraining With Gene Ontology Embedding. CoRR (2022)
Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen, Huajun Chen
Ontology-enhanced Prompt-tuning for Few-shot Learning. CoRR (2022)
Luoqiu Li, Xiang Chen, Zhen Bi, Xin Xie, Shumin Deng, Ningyu Zhang, Chuanqi Tan, Mosha Chen, Huajun Chen
Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. IJCKG (2021)
Ningyu Zhang, Hongbin Ye, Shumin Deng, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang, Huajun Chen
Contrastive Information Extraction With Generative Transformer. IEEE ACM Trans. Audio Speech Lang. Process. 29 (2021)
Xiang Chen, Ningyu Zhang, Xin Xie, Shumin Deng, Yunzhi Yao, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. CoRR (2021)
Luoqiu Li, Xiang Chen, Ningyu Zhang, Shumin Deng, Xin Xie, Chuanqi Tan, Mosha Chen, Fei Huang, Huajun Chen
Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. CoRR (2021)
Jiaoyan Chen, Freddy Lécué, Jeff Z. Pan, Shumin Deng, Huajun Chen
Knowledge graph embeddings for dealing with concept drift in machine learning. J. Web Semant. 67 (2021)
Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners. CoRR (2021)
Xin Xie, Xiangnan Chen, Xiang Chen, Yong Wang, Ningyu Zhang, Shumin Deng, Huajun Chen
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning. SemEval@ACL/IJCNLP (2021)
Yin Fang, Qiang Zhang, Haihong Yang, Xiang Zhuang, Shumin Deng, Wen Zhang, Ming Qin, Zhuo Chen, Xiaohui Fan, Huajun Chen
Molecular Contrastive Learning with Chemical Element Knowledge Graph. CoRR (2021)
Xin Xie, Xiangnan Chen, Xiang Chen, Yong Wang, Ningyu Zhang, Shumin Deng, Huajun Chen
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning. CoRR (2021)
Ningyu Zhang, Qianghuai Jia, Shumin Deng, Xiang Chen, Hongbin Ye, Hui Chen, Huaixiao Tou, Gang Huang, Zhao Wang, Nengwei Hua, Huajun Chen
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba. CoRR (2021)
Xiang Chen, Ningyu Zhang, Lei Li, Xin Xie, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
LightNER: A Lightweight Generative Framework with Prompt-guided Attention for Low-resource NER. CoRR (2021)
Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen
MLBiNet: A Cross-Sentence Collective Event Detection Network. ACL/IJCNLP (1) (2021)
Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen
MLBiNet: A Cross-Sentence Collective Event Detection Network. CoRR (2021)
Luoqiu Li, Zhen Bi, Hongbin Ye, Shumin Deng, Hui Chen, Huaixiao Tou
Text-Guided Legal Knowledge Graph Reasoning. CCKS (2021)
Shumin Deng, Ningyu Zhang, Luoqiu Li, Hui Chen, Huaixiao Tou, Mosha Chen, Fei Huang, Huajun Chen
OntoED: Low-resource Event Detection with Ontology Embedding. CoRR (2021)
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen
Contrastive Triple Extraction with Generative Transformer. AAAI (2021)
Xiang Chen, Xin Xie, Zhen Bi, Hongbin Ye, Shumin Deng, Ningyu Zhang, Huajun Chen
Disentangled Contrastive Learning for Learning Robust Textual Representations. CoRR (2021)
Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen
Learning to Ask for Data-Efficient Event Argument Extraction. CoRR (2021)
Luoqiu Li, Zhen Bi, Hongbin Ye, Shumin Deng, Hui Chen, Huaixiao Tou, Ningyu Zhang, Huajun Chen
Text-guided Legal Knowledge Graph Reasoning. CoRR (2021)
Ningyu Zhang, Xiang Chen, Xin Xie, Shumin Deng, Chuanqi Tan, Mosha Chen, Fei Huang, Luo Si, Huajun Chen
Document-level Relation Extraction as Semantic Segmentation. IJCAI (2021)
Ningyu Zhang, Shumin Deng, Xu Cheng, Xi Chen, Yichi Zhang, Wei Zhang, Huajun Chen
Drop Redundant, Shrink Irrelevant: Selective Knowledge Injection for Language Pretraining. IJCAI (2021)
Luoqiu Li, Xiang Chen, Hongbin Ye, Zhen Bi, Shumin Deng, Ningyu Zhang, Huajun Chen
On Robustness and Bias Analysis of BERT-Based Relation Extraction. CCKS (2021)
Shumin Deng, Ningyu Zhang, Luoqiu Li, Chen Hui, Huaixiao Tou, Mosha Chen, Fei Huang, Huajun Chen
OntoED: Low-resource Event Detection with Ontology Embedding. ACL/IJCNLP (1) (2021)
Wen Zhang, Shumin Deng, Mingyang Chen, Liang Wang, Qiang Chen, Feiyu Xiong, Xiangwen Liu, Huajun Chen
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules. IJCKG (2021)
Ningyu Zhang, Qianghuai Jia, Shumin Deng, Xiang Chen, Hongbin Ye, Hui Chen, Huaixiao Tou, Gang Huang, Zhao Wang, Nengwei Hua, Huajun Chen
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba. KDD (2021)
Xiang Chen, Xin Xie, Zhen Bi, Hongbin Ye, Shumin Deng, Ningyu Zhang, Huajun Chen
Disentangled Contrastive Learning for Learning Robust Textual Representations. CICAI (2) (2021)
Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Lei Li, Xiang Chen, Shumin Deng, Luoqiu Li, Xin Xie, Hongbin Ye, Xin Shang, Kangping Yin, Chuanqi Tan, Jian Xu, Mosha Chen, Fei Huang, Luo Si, Yuan Ni, Guotong Xie, Zhifang Sui, Baobao Chang, Hui Zong, Zheng Yuan, Linfeng Li, Jun Yan, Hongying Zan, Kunli Zhang, Huajun Chen, Buzhou Tang, Qingcai Chen
CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark. CoRR (2021)
Wen Zhang, Shumin Deng, Mingyang Chen, Liang Wang, Qiang Chen, Feiyu Xiong, Xiangwen Liu, Huajun Chen
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules. CoRR (2021)
Ningyu Zhang, Xiang Chen, Xin Xie, Shumin Deng, Chuanqi Tan, Mosha Chen, Fei Huang, Luo Si, Huajun Chen
Document-level Relation Extraction as Semantic Segmentation. CoRR (2021)
Ningyu Zhang, Hongbin Ye, Jiacheng Yang, Shumin Deng, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang, Huajun Chen
LOGEN: Few-shot Logical Knowledge-Conditioned Text Generation with Self-training. CoRR (2021)
Haiyang Yu, Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen
Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction. COLING (2020)
Haiyang Yu, Ningyu Zhang, Shumin Deng, Zonggang Yuan, Yantao Jia, Huajun Chen
The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis. CoRR (2020)
Haiyang Yu, Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen
Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction. CoRR (2020)
Chuanzhi Zhuang, Ningyu Zhang, Xiaolong Jin, Zhong Li, Shumin Deng, Huajun Chen
Joint Extraction of Triple Knowledge Based on Relation Priority. ISPA/BDCloud/SocialCom/SustainCom (2020)
Shumin Deng, Ningyu Zhang, Zhanlin Sun, Jiaoyan Chen, Huajun Chen
When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract). AAAI (2020)
Ningyu Zhang, Shumin Deng, Zhen Bi, Haiyang Yu, Jiacheng Yang, Mosha Chen, Fei Huang, Wei Zhang, Huajun Chen
OpenUE: An Open Toolkit of Universal Extraction from Text. EMNLP (Demos) (2020)
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen
Contrastive Triple Extraction with Generative Transformer. CoRR (2020)
Bo Wen, Shumin Deng, Huajun Chen
Knowledge-Enhanced Collaborative Meta Learner for Long-Tail Recommendation. CCKS (2020)
Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection. WSDM (2020)
Ningyu Zhang, Luoqiu Li, Shumin Deng, Haiyang Yu, Xu Cheng, Wei Zhang, Huajun Chen
Can Fine-tuning Pre-trained Models Lead to Perfect NLP? A Study of the Generalizability of Relation Extraction. CoRR (2020)
Ningyu Zhang, Shumin Deng, Juan Li, Xi Chen, Wei Zhang, Huajun Chen
Summarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention. EMNLP (Findings) (2020)
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoyan Chen, Wei Zhang, Huajun Chen
Relation Adversarial Network for Low Resource Knowledge Graph Completion. WWW (2020)
Shumin Deng, Ningyu Zhang, Wen Zhang, Jiaoyan Chen, Jeff Z. Pan, Huajun Chen
Knowledge-Driven Stock Trend Prediction and Explanation via Temporal Convolutional Network. WWW (Companion Volume) (2019)

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Publication Activity (10 Years)

Top Topics

Top Venues

Shumin Deng