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MACSum: Controllable Summarization with Mixed Attributes


Nov 09, 2022
Yusen Zhang, Yang Liu, Ziyi Yang, Yuwei Fang, Yulong Chen, Dragomir Radev, Chenguang Zhu, Michael Zeng, Rui Zhang

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* 14 pages, 7 figures 

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Retrieval Augmentation for Commonsense Reasoning: A Unified Approach


Oct 23, 2022
Wenhao Yu, Chenguang Zhu, Zhihan Zhang, Shuohang Wang, Zhuosheng Zhang, Yuwei Fang, Meng Jiang

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* EMNLP 2022 (main) 

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Task Compass: Scaling Multi-task Pre-training with Task Prefix


Oct 12, 2022
Zhuosheng Zhang, Shuohang Wang, Yichong Xu, Yuwei Fang, Wenhao Yu, Yang Liu, Hai Zhao, Chenguang Zhu, Michael Zeng

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* Findings of EMNLP 2022 

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i-Code: An Integrative and Composable Multimodal Learning Framework


May 05, 2022
Ziyi Yang, Yuwei Fang, Chenguang Zhu, Reid Pryzant, Dongdong Chen, Yu Shi, Yichong Xu, Yao Qian, Mei Gao, Yi-Ling Chen, Liyang Lu, Yujia Xie, Robert Gmyr, Noel Codella, Naoyuki Kanda, Bin Xiao, Lu Yuan, Takuya Yoshioka, Michael Zeng, Xuedong Huang

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Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data


Mar 16, 2022
Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun, Ruochen Xu, Chenguang Zhu, Michael Zeng

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* Accept to ACL 2022 main conference 

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Leveraging Knowledge in Multilingual Commonsense Reasoning


Oct 16, 2021
Yuwei Fang, Shuohang Wang, Yichong Xu, Ruochen Xu, Siqi Sun, Chenguang Zhu, Michael Zeng

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* First place in XCSR Leaderboard: https://inklab.usc.edu//XCSR/leaderboard. Work in progress 

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Dict-BERT: Enhancing Language Model Pre-training with Dictionary


Oct 13, 2021
Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

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* Under Review 

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KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering


Oct 08, 2021
Donghan Yu, Chenguang Zhu, Yuwei Fang, Wenhao Yu, Shuohang Wang, Yichong Xu, Xiang Ren, Yiming Yang, Michael Zeng

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Does Knowledge Help General NLU? An Empirical Study


Sep 01, 2021
Ruochen Xu, Yuwei Fang, Chenguang Zhu, Michael Zeng

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* Work in Progress 

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Joint Retrieval and Generation Training for Grounded Text Generation


Jun 03, 2021
Yizhe Zhang, Siqi Sun, Xiang Gao, Yuwei Fang, Chris Brockett, Michel Galley, Jianfeng Gao, Bill Dolan

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