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Finetuned Language Models Are Zero-Shot Learners

Sep 03, 2021
Jason Wei, Maarten Bosma, Vincent Y. Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M. Dai, Quoc V. Le

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R2D2: Relational Text Decoding with Transformers

May 10, 2021
Aryan Arbabi, Mingqiu Wang, Laurent El Shafey, Nan Du, Izhak Shafran

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The Medical Scribe: Corpus Development and Model Performance Analyses

Mar 12, 2020
Izhak Shafran, Nan Du, Linh Tran, Amanda Perry, Lauren Keyes, Mark Knichel, Ashley Domin, Lei Huang, Yuhui Chen, Gang Li, Mingqiu Wang, Laurent El Shafey, Hagen Soltau, Justin S. Paul

* Proceedings of Language Resources and Evaluation, 2020 
* Extended version of the paper accepted at LREC 2020 

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Deep Physiological State Space Model for Clinical Forecasting

Dec 04, 2019
Yuan Xue, Denny Zhou, Nan Du, Andrew Dai, Zhen Xu, Kun Zhang, Claire Cui

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Learning to Infer Entities, Properties and their Relations from Clinical Conversations

Aug 30, 2019
Nan Du, Mingqiu Wang, Linh Tran, Gang Li, Izhak Shafran

* Proc. Empirical Methods in Natural Language Processing, 2019 

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Multi-Grained Named Entity Recognition

Jun 20, 2019
Congying Xia, Chenwei Zhang, Tao Yang, Yaliang Li, Nan Du, Xian Wu, Wei Fan, Fenglong Ma, Philip Yu

* In ACL 2019 as a long paper 

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Extracting Symptoms and their Status from Clinical Conversations

Jun 05, 2019
Nan Du, Kai Chen, Anjuli Kannan, Linh Tran, Yuhui Chen, Izhak Shafran

* Proceedings of the Annual Meeting of the Association of Computational Linguistics, 2019 

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SynonymNet: Multi-context Bilateral Matching for Entity Synonyms

Dec 31, 2018
Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip S. Yu

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Joint Slot Filling and Intent Detection via Capsule Neural Networks

Dec 22, 2018
Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip S. Yu

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Multi-Task Learning with Multi-View Attention for Answer Selection and Knowledge Base Question Answering

Dec 06, 2018
Yang Deng, Yuexiang Xie, Yaliang Li, Min Yang, Nan Du, Wei Fan, Kai Lei, Ying Shen

* Accepted by AAAI 2019 

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Statistical Robust Chinese Remainder Theorem for Multiple Numbers: Wrapped Gaussian Mixture Model

Nov 28, 2018
Nan Du, Zhikang Wang, Hanshen Xiao

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Learning Temporal Point Processes via Reinforcement Learning

Nov 12, 2018
Shuang Li, Shuai Xiao, Shixiang Zhu, Nan Du, Yao Xie, Le Song

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On the Generation of Medical Question-Answer Pairs

Nov 01, 2018
Sheng Shen, Yaliang Li, Nan Du, Xian Wu, Yusheng Xie, Shen Ge, Tao Yang, Kai Wang, Xingzheng Liang, Wei Fan

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Finding Similar Medical Questions from Question Answering Websites

Oct 14, 2018
Yaliang Li, Liuyi Yao, Nan Du, Jing Gao, Qi Li, Chuishi Meng, Chenwei Zhang, Wei Fan

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AnatomyNet: Deep 3D Squeeze-and-excitation U-Nets for fast and fully automated whole-volume anatomical segmentation

Aug 15, 2018
Wentao Zhu, Yufang Huang, Hui Tang, Zhen Qian, Nan Du, Wei Fan, Xiaohui Xie

* 8 figures, 4 videos in GitHub and YouTube. Submitted to Medical Physics. Code and videos are available on GitHub. Video: 

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Time-Dependent Representation for Neural Event Sequence Prediction

Jul 20, 2018
Yang Li, Nan Du, Samy Bengio

* 9 pages and 2 pages of references 

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Bringing Semantic Structures to User Intent Detection in Online Medical Queries

Oct 22, 2017
Chenwei Zhang, Nan Du, Wei Fan, Yaliang Li, Chun-Ta Lu, Philip S. Yu

* 10 pages, 2017 IEEE International Conference on Big Data (Big Data 2017) 

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Scalable Influence Maximization for Multiple Products in Continuous-Time Diffusion Networks

Jan 29, 2017
Nan Du, Yingyu Liang, Maria-Florina Balcan, Manuel Gomez-Rodriguez, Hongyuan Zha, Le Song

* 45 pages, to appear in Journal of Machine Learning Research. arXiv admin note: substantial text overlap with arXiv:1312.2164, arXiv:1311.3669 

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Variational hybridization and transformation for large inaccurate noisy-or networks

May 20, 2016
Yusheng Xie, Nan Du, Wei Fan, Jing Zhai, Weicheng Zhu

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Budgeted Influence Maximization for Multiple Products

Apr 16, 2014
Nan Du, Yingyu Liang, Maria Florina Balcan, Le Song

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Scalable Influence Estimation in Continuous-Time Diffusion Networks

Nov 14, 2013
Nan Du, Le Song, Manuel Gomez Rodriguez, Hongyuan Zha

* To appear in Advances in Neural Information Processing Systems (NIPS), 2013 

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