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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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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

* Published on EMNLP 2022 

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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

* 14 pages, 7 figures 

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Tail Batch Sampling: Approximating Global Contrastive Losses as Optimization over Batch Assignments


Oct 23, 2022
Vin Sachidananda, Ziyi Yang, Chenguang Zhu

* 18 pages, 5 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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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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ODBO: Bayesian Optimization with Search Space Prescreening for Directed Protein Evolution


May 20, 2022
Lixue Cheng, Ziyi Yang, Benben Liao, Changyu Hsieh, Shengyu Zhang

* 25 pages, 11 figures 

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