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Generate rather than Retrieve: Large Language Models are Strong Context Generators


Sep 21, 2022
Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang

* Preprint, 24 pages 

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Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization


Aug 21, 2022
Pengcheng He, Baolin Peng, Liyang Lu, Song Wang, Jie Mei, Yang Liu, Ruochen Xu, Hany Hassan Awadalla, Yu Shi, Chenguang Zhu, Wayne Xiong, Michael Zeng, Jianfeng Gao, Xuedong Huang

* 16 pages, 3 figures 

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REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering


Jun 02, 2022
Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan


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Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners


May 29, 2022
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji


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Leveraging Locality in Abstractive Text Summarization


May 25, 2022
Yixin Liu, Ansong Ni, Linyong Nan, Budhaditya Deb, Chenguang Zhu, Ahmed H. Awadallah, Dragomir Radev


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Automatic Rule Induction for Efficient Semi-Supervised Learning


May 20, 2022
Reid Pryzant, Ziyi Yang, Yichong Xu, Chenguang Zhu, Michael Zeng


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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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Impossible Triangle: What's Next for Pre-trained Language Models?


Apr 20, 2022
Chenguang Zhu, Michael Zeng


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