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Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning



Huijuan Wang , Siming Dai , Weiyue Su , Hui Zhong , Zeyang Fang , Zhengjie Huang , Shikun Feng , Zeyu Chen , Yu Sun , Dianhai Yu

* Accepted by IJCAI 2022 

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ERNIE-GeoL: A Geography-and-Language Pre-trained Model and its Applications in Baidu Maps



Jizhou Huang , Haifeng Wang , Yibo Sun , Yunsheng Shi , Zhengjie Huang , An Zhuo , Shikun Feng

* Submitted to KDD 2022 ADS Track 

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ERNIE-SPARSE: Learning Hierarchical Efficient Transformer Through Regularized Self-Attention



Yang Liu , Jiaxiang Liu , Li Chen , Yuxiang Lu , Shikun Feng , Zhida Feng , Yu Sun , Hao Tian , Hua Wu , Haifeng Wang


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ERNIE 3.0 Titan: Exploring Larger-scale Knowledge Enhanced Pre-training for Language Understanding and Generation



Shuohuan Wang , Yu Sun , Yang Xiang , Zhihua Wu , Siyu Ding , Weibao Gong , Shikun Feng , Junyuan Shang , Yanbin Zhao , Chao Pang , Jiaxiang Liu , Xuyi Chen , Yuxiang Lu , Weixin Liu , Xi Wang , Yangfan Bai , Qiuliang Chen , Li Zhao , Shiyong Li , Peng Sun , Dianhai Yu , Yanjun Ma , Hao Tian , Hua Wu , Tian Wu , Wei Zeng , Ge Li , Wen Gao , Haifeng Wang

* arXiv admin note: text overlap with arXiv:2107.02137 

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Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems



Weibin Li , Mingkai He , Zhengjie Huang , Xianming Wang , Shikun Feng , Weiyue Su , Yu Sun

* 8 pages, 4 figures 

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ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation



Yu Sun , Shuohuan Wang , Shikun Feng , Siyu Ding , Chao Pang , Junyuan Shang , Jiaxiang Liu , Xuyi Chen , Yanbin Zhao , Yuxiang Lu , Weixin Liu , Zhihua Wu , Weibao Gong , Jianzhong Liang , Zhizhou Shang , Peng Sun , Wei Liu , Xuan Ouyang , Dianhai Yu , Hao Tian , Hua Wu , Haifeng Wang


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NOTE: Solution for KDD-CUP 2021 WikiKG90M-LSC



Weiyue Su , Zeyang Fang , Hui Zhong , Huijuan Wang , Siming Dai , Zhengjie Huang , Yunsheng Shi , Shikun Feng , Zeyu Chen

* The 1st solution for KDD-CUP 2021 WIKIKG90M-LSC. 7 pages, 2 figures, 1 table 

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ERNIE-Tiny : A Progressive Distillation Framework for Pretrained Transformer Compression



Weiyue Su , Xuyi Chen , Shikun Feng , Jiaxiang Liu , Weixin Liu , Yu Sun , Hao Tian , Hua Wu , Haifeng Wang


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Masked Label Prediction: Unified Massage Passing Model for Semi-Supervised Classification



Yunsheng Shi , Zhengjie Huang , Wenjin Wang , Hui Zhong , Shikun Feng , Yu Sun


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