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Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification


Apr 14, 2022
Han Wang, Canwen Xu, Julian McAuley

* NAACL 2022 (main conference) 

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LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval


Mar 11, 2022
Canwen Xu, Daya Guo, Nan Duan, Julian McAuley

* ACL 2022 (Findings) 

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Leashing the Inner Demons: Self-Detoxification for Language Models


Mar 06, 2022
Canwen Xu, Zexue He, Zhankui He, Julian McAuley

* AAAI 2022 

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A Survey on Model Compression for Natural Language Processing


Feb 15, 2022
Canwen Xu, Julian McAuley


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A Survey on Dynamic Neural Networks for Natural Language Processing


Feb 15, 2022
Canwen Xu, Julian McAuley


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PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts


Feb 02, 2022
Stephen H. Bach, Victor Sanh, Zheng-Xin Yong, Albert Webson, Colin Raffel, Nihal V. Nayak, Abheesht Sharma, Taewoon Kim, M Saiful Bari, Thibault Fevry, Zaid Alyafeai, Manan Dey, Andrea Santilli, Zhiqing Sun, Srulik Ben-David, Canwen Xu, Gunjan Chhablani, Han Wang, Jason Alan Fries, Maged S. Al-shaibani, Shanya Sharma, Urmish Thakker, Khalid Almubarak, Xiangru Tang, Xiangru Tang, Mike Tian-Jian Jiang, Alexander M. Rush


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Multitask Prompted Training Enables Zero-Shot Task Generalization


Oct 15, 2021
Victor Sanh, Albert Webson, Colin Raffel, Stephen H. Bach, Lintang Sutawika, Zaid Alyafeai, Antoine Chaffin, Arnaud Stiegler, Teven Le Scao, Arun Raja, Manan Dey, M Saiful Bari, Canwen Xu, Urmish Thakker, Shanya Sharma Sharma, Eliza Szczechla, Taewoon Kim, Gunjan Chhablani, Nihal Nayak, Debajyoti Datta, Jonathan Chang, Mike Tian-Jian Jiang, Han Wang, Matteo Manica, Sheng Shen, Zheng Xin Yong, Harshit Pandey, Rachel Bawden, Thomas Wang, Trishala Neeraj, Jos Rozen, Abheesht Sharma, Andrea Santilli, Thibault Fevry, Jason Alan Fries, Ryan Teehan, Stella Biderman, Leo Gao, Tali Bers, Thomas Wolf, Alexander M. Rush

* https://github.com/bigscience-workshop/promptsource/ 

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Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression


Sep 07, 2021
Canwen Xu, Wangchunshu Zhou, Tao Ge, Ke Xu, Julian McAuley, Furu Wei

* Accepted to EMNLP 2021 (main conference) 

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Datasets: A Community Library for Natural Language Processing


Sep 07, 2021
Quentin Lhoest, Albert Villanova del Moral, Yacine Jernite, Abhishek Thakur, Patrick von Platen, Suraj Patil, Julien Chaumond, Mariama Drame, Julien Plu, Lewis Tunstall, Joe Davison, Mario Šaško, Gunjan Chhablani, Bhavitvya Malik, Simon Brandeis, Teven Le Scao, Victor Sanh, Canwen Xu, Nicolas Patry, Angelina McMillan-Major, Philipp Schmid, Sylvain Gugger, Clément Delangue, Théo Matussière, Lysandre Debut, Stas Bekman, Pierric Cistac, Thibault Goehringer, Victor Mustar, François Lagunas, Alexander M. Rush, Thomas Wolf

* EMNLP Demo 2021 

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