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Nebula-I: A General Framework for Collaboratively Training Deep Learning Models on Low-Bandwidth Cloud Clusters



Yang Xiang , Zhihua Wu , Weibao Gong , Siyu Ding , Xianjie Mo , Yuang Liu , Shuohuan Wang , Peng Liu , Yongshuai Hou , Long Li , Bin Wang , Shaohuai Shi , Yaqian Han , Yue Yu , Ge Li , Yu Sun , Yanjun Ma , Dianhai Yu

* 20 pages, 10 figures, technical report 

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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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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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ERNIE-DOC: The Retrospective Long-Document Modeling Transformer



Siyu Ding , Junyuan Shang , Shuohuan Wang , Yu Sun , Hao Tian , Hua Wu , Haifeng Wang


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