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Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning


May 29, 2022
Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen

* Work in progress 

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Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction


May 07, 2022
Xiang Chen, Ningyu Zhang, Lei Li, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen

* Accepted by NAACL 2022 

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Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion


May 04, 2022
Xiang Chen, Ningyu Zhang, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si, Huajun Chen

* Accepted by SIGIR 2022 

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Knowledge Extraction in Low-Resource Scenarios: Survey and Perspective


Feb 16, 2022
Shumin Deng, Ningyu Zhang, Hui Chen, Feiyu Xiong, Jeff Z. Pan, Huajun Chen

* Work in Progress 

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From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer


Feb 08, 2022
Xin Xie, Ningyu Zhang, Zhoubo Li, Shumin Deng, Hui Chen, Feiyu Xiong, Mosha Chen, Huajun Chen

* Work in progress 

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Ontology-enhanced Prompt-tuning for Few-shot Learning


Jan 27, 2022
Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen, Huajun Chen

* Accepted by WWW2022 

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DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population


Jan 24, 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

* work in progress 

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OntoProtein: Protein Pretraining With Gene Ontology Embedding


Jan 23, 2022
Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Jiazhang Lian, Qiang Zhang, Huajun Chen

* Accepted by ICLR 2022 

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Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings


Jan 14, 2022
Ningyu Zhang, Xin Xie, Xiang Chen, Shumin Deng, Chuanqi Tan, Fei Huang, Xu Cheng, Huajun Chen

* Work in progress 

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