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A Unified Continuous Learning Framework for Multi-modal Knowledge Discovery and Pre-training



Zhihao Fan , Zhongyu Wei , Jingjing Chen , Siyuan Wang , Zejun Li , Jiarong Xu , Xuanjing Huang


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What Dense Graph Do You Need for Self-Attention?



Yuxing Wang , Chu-Tak Lee , Qipeng Guo , Zhangyue Yin , Yunhua Zhou , Xuanjing Huang , Xipeng Qiu

* Accepted by ICML 2022. Code is available at https://github.com/yxzwang/Normalized-Information-Payload 

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CoNT: Contrastive Neural Text Generation



Chenxin An , Jiangtao Feng , Kai Lv , Lingpeng Kong , Xipeng Qiu , Xuanjing Huang


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BBTv2: Pure Black-Box Optimization Can Be Comparable to Gradient Descent for Few-Shot Learning



Tianxiang Sun , Zhengfu He , Hong Qian , Xuanjing Huang , Xipeng Qiu

* Work in progress. Code is publicly available at https://github.com/txsun1997/Black-Box-Tuning 

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A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets



Wei Chen , Zhiwei Li , Hongyi Fang , Qianyuan Yao , Cheng Zhong , Jianye Hao , Qi Zhang , Xuanjing Huang , Jiajie Peng , Zhongyu Wei

* 8 pages, 3 figures, 10 tables 

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MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective



Xiao Wang , Shihan Dou , Limao Xiong , Yicheng Zou , Qi Zhang , Tao Gui , Liang Qiao , Zhanzhan Cheng , Xuanjing Huang


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A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation



Tianxiang Sun , Xiangyang Liu , Wei Zhu , Zhichao Geng , Lingling Wu , Yilong He , Yuan Ni , Guotong Xie , Xuanjing Huang , Xipeng Qiu

* Accepted to Findings of ACL 2022 

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Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective



Shihan Dou , Rui Zheng , Ting Wu , Songyang Gao , Qi Zhang , Yueming Wu , Xuanjing Huang


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