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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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Towards Efficient NLP: A Standard Evaluation and A Strong Baseline



Xiangyang Liu , Tianxiang Sun , Junliang He , Lingling Wu , Xinyu Zhang , Hao Jiang , Zhao Cao , Xuanjing Huang , Xipeng Qiu

* Preprint. Work in progress. 10 pages 

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Paradigm Shift in Natural Language Processing



Tianxiang Sun , Xiangyang Liu , Xipeng Qiu , Xuanjing Huang

* https://txsun1997.github.io/nlp-paradigm-shift 

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A Survey of Transformers



Tianyang Lin , Yuxin Wang , Xiangyang Liu , Xipeng Qiu


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Early Exiting with Ensemble Internal Classifiers



Tianxiang Sun , Yunhua Zhou , Xiangyang Liu , Xinyu Zhang , Hao Jiang , Zhao Cao , Xuanjing Huang , Xipeng Qiu


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Low Bit-Rate Wideband Speech Coding: A Deep Generative Model based Approach



Gang Min , Xiongwei Zhang , Xia Zou , Xiangyang Liu

* 6 pages 

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A Hypergraph-Partitioned Vertex Programming Approach for Large-scale Consensus Optimization



Hui Miao , Xiangyang Liu , Bert Huang , Lise Getoor


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