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KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Few-Shot NLP



Yufei Wang , Jiayi Zheng , Can Xu , Xiubo Geng , Tao Shen , Chongyang Tao , Daxin Jiang


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Bridging the Gap Between Indexing and Retrieval for Differentiable Search Index with Query Generation



Shengyao Zhuang , Houxing Ren , Linjun Shou , Jian Pei , Ming Gong , Guido Zuccon , Daxin Jiang

* 6 pages 

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Towards Robust Ranker for Text Retrieval



Yucheng Zhou , Tao Shen , Xiubo Geng , Chongyang Tao , Can Xu , Guodong Long , Binxing Jiao , Daxin Jiang

* 11 pages of main content, 4 tables, 3 figures 

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Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval



Ning Wu , Yaobo Liang , Houxing Ren , Linjun Shou , Nan Duan , Ming Gong , Daxin Jiang


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Task-Specific Expert Pruning for Sparse Mixture-of-Experts



Tianyu Chen , Shaohan Huang , Yuan Xie , Binxing Jiao , Daxin Jiang , Haoyi Zhou , Jianxin Li , Furu Wei

* under review 

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THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption



Tianyu Chen , Hangbo Bao , Shaohan Huang , Li Dong , Binxing Jiao , Daxin Jiang , Haoyi Zhou , Jianxin Li , Furu Wei

* Findings of ACL 2022 

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Negative Sampling for Contrastive Representation Learning: A Review



Lanling Xu , Jianxun Lian , Wayne Xin Zhao , Ming Gong , Linjun Shou , Daxin Jiang , Xing Xie , Ji-Rong Wen

* 6 pages 

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UnifieR: A Unified Retriever for Large-Scale Retrieval



Tao Shen , Xiubo Geng , Chongyang Tao , Can Xu , Kai Zhang , Daxin Jiang

* 20 pages, 6 figures, 11 tables 

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