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UniSumm: Unified Few-shot Summarization with Multi-Task Pre-Training and Prefix-Tuning


Nov 21, 2022
Yulong Chen, Yang Liu, Ruochen Xu, Ziyi Yang, Chenguang Zhu, Michael Zeng, Yue Zhang

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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

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* 16 pages, 3 figures 

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Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training


Jul 26, 2022
Haoxuan You, Luowei Zhou, Bin Xiao, Noel Codella, Yu Cheng, Ruochen Xu, Shih-Fu Chang, Lu Yuan

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* Accepted by ECCV 2022, 22 pages, 4 figures 

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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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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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CLIP-Event: Connecting Text and Images with Event Structures


Jan 13, 2022
Manling Li, Ruochen Xu, Shuohang Wang, Luowei Zhou, Xudong Lin, Chenguang Zhu, Michael Zeng, Heng Ji, Shih-Fu Chang

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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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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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Fusing Context Into Knowledge Graph for Commonsense Reasoning


Dec 09, 2020
Yichong Xu, Chenguang Zhu, Ruochen Xu, Yang Liu, Michael Zeng, Xuedong Huang

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