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APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning


Dec 19, 2022
Soumya Sanyal, Yichong Xu, Shuohang Wang, Ziyi Yang, Reid Pryzant, Wenhao Yu, Chenguang Zhu, Xiang Ren

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* 11 pages, 5 figures 

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Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles


Nov 29, 2022
Shuquan Ye, Yujia Xie, Dongdong Chen, Yichong Xu, Lu Yuan, Chenguang Zhu, Jing Liao

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* Code: https://github.com/pleaseconnectwifi/DANCE Project page: shuquanye.com/DANCE_website 

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Empowering Language Models with Knowledge Graph Reasoning for Question Answering


Nov 15, 2022
Ziniu Hu, Yichong Xu, Wenhao Yu, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Kai-Wei Chang, Yizhou Sun

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* Published on EMNLP 2022 

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


Sep 29, 2022
Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang

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* Preprint v2 (fix typos in v1), 22 pages 

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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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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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