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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 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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Black-Box Tuning for Language-Model-as-a-Service



Tianxiang Sun , Yunfan Shao , Hong Qian , Xuanjing Huang , Xipeng Qiu

* 14 pages. Code is available at https://github.com/txsun1997/Black-Box-Tuning 

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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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Learning to Teach with Student Feedback



Yitao Liu , Tianxiang Sun , Xipeng Qiu , Xuanjing Huang


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Accelerating BERT Inference for Sequence Labeling via Early-Exit



Xiaonan Li , Yunfan Shao , Tianxiang Sun , Hang Yan , Xipeng Qiu , Xuanjing Huang

* Accepted to the ACL 2021 

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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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