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Composable Text Control Operations in Latent Space with Ordinary Differential Equations


Aug 01, 2022
Guangyi Liu, Zeyu Feng, Yuan Gao, Zichao Yang, Xiaodan Liang, Junwei Bao, Xiaodong He, Shuguang Cui, Zhen Li, Zhiting Hu

* 20 Pages, Code: https://github.com/guangyliu/LatentOps 

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BertNet: Harvesting Knowledge Graphs from Pretrained Language Models


Jun 28, 2022
Shibo Hao, Bowen Tan, Kaiwen Tang, Hengzhe Zhang, Eric P Xing, Zhiting Hu

* Code available at https://github.com/tanyuqian/knowledge-harvest-from-lms 

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RLPrompt: Optimizing Discrete Text Prompts With Reinforcement Learning


May 25, 2022
Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, Yihan Wang, Han Guo, Tianmin Shu, Meng Song, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/mingkaid/rl-prompt 

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elBERto: Self-supervised Commonsense Learning for Question Answering


Mar 17, 2022
Xunlin Zhan, Yuan Li, Xiao Dong, Xiaodan Liang, Zhiting Hu, Lawrence Carin


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A Causal Lens for Controllable Text Generation


Jan 22, 2022
Zhiting Hu, Li Erran Li

* NeurIPS 2021 

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Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation


Sep 14, 2021
Mingkai Deng, Bowen Tan, Zhengzhong Liu, Eric P. Xing, Zhiting Hu

* EMNLP 2021, Code available at https://github.com/tanyuqian/ctc-gen-eval 

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Panoramic Learning with A Standardized Machine Learning Formalism


Aug 17, 2021
Zhiting Hu, Eric P. Xing

* 29 pages 

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Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation


Jul 23, 2021
Guangyi Liu, Zichao Yang, Tianhua Tao, Xiaodan Liang, Zhen Li, Bowen Zhou, Shuguang Cui, Zhiting Hu

* 10 pages, 5 figures 

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Text Generation with Efficient (Soft) Q-Learning


Jun 17, 2021
Han Guo, Bowen Tan, Zhengzhong Liu, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/HanGuo97/soft-Q-learning-for-text-generation 

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