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HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalization


May 31, 2021
Jiaao Chen, Dinghan Shen, Weizhu Chen, Diyi Yang

* ACL 2021 

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What Makes Good In-Context Examples for GPT-$3$?


Jan 17, 2021
Jiachang Liu, Dinghan Shen, Yizhe Zhang, Bill Dolan, Lawrence Carin, Weizhu Chen


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MixKD: Towards Efficient Distillation of Large-scale Language Models


Nov 01, 2020
Kevin J Liang, Weituo Hao, Dinghan Shen, Yufan Zhou, Weizhu Chen, Changyou Chen, Lawrence Carin


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A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation


Oct 23, 2020
Dinghan Shen, Mingzhi Zheng, Yelong Shen, Yanru Qu, Weizhu Chen

* Source code is available at: https://github.com/dinghanshen/cutoff 

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CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding


Oct 16, 2020
Yanru Qu, Dinghan Shen, Yelong Shen, Sandra Sajeev, Jiawei Han, Weizhu Chen


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Improving Self-supervised Pre-training via a Fully-Explored Masked Language Model


Oct 14, 2020
Mingzhi Zheng, Dinghan Shen, Yelong Shen, Weizhu Chen, Lin Xiao


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Improving Text Generation with Student-Forcing Optimal Transport


Oct 12, 2020
Guoyin Wang, Chunyuan Li, Jianqiao Li, Hao Fu, Yuh-Chen Lin, Liqun Chen, Yizhe Zhang, Chenyang Tao, Ruiyi Zhang, Wenlin Wang, Dinghan Shen, Qian Yang, Lawrence Carin

* To appear at EMNLP 2020 

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Generative Semantic Hashing Enhanced via Boltzmann Machines


Jun 16, 2020
Lin Zheng, Qinliang Su, Dinghan Shen, Changyou Chen


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Improving Disentangled Text Representation Learning with Information-Theoretic Guidance


Jun 06, 2020
Pengyu Cheng, Martin Renqiang Min, Dinghan Shen, Christopher Malon, Yizhe Zhang, Yitong Li, Lawrence Carin

* Accepted by the 58th Annual Meeting of the Association for Computational Linguistics (ACL2020) 

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Improving Adversarial Text Generation by Modeling the Distant Future


May 04, 2020
Ruiyi Zhang, Changyou Chen, Zhe Gan, Wenlin Wang, Dinghan Shen, Guoyin Wang, Zheng Wen, Lawrence Carin

* ACL 2020. arXiv admin note: substantial text overlap with arXiv:1811.00696 

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Syntax-Infused Transformer and BERT models for Machine Translation and Natural Language Understanding


Nov 10, 2019
Dhanasekar Sundararaman, Vivek Subramanian, Guoyin Wang, Shijing Si, Dinghan Shen, Dong Wang, Lawrence Carin


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Straight-Through Estimator as Projected Wasserstein Gradient Flow


Oct 05, 2019
Pengyu Cheng, Chang Liu, Chunyuan Li, Dinghan Shen, Ricardo Henao, Lawrence Carin

* Accepted as NeurIPS 2018 Bayesian Deep Learning Workshop 

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Document Hashing with Mixture-Prior Generative Models


Aug 29, 2019
Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen

* 10 pages, 8 figures, to appear at EMNLP-IJCNLP 2019 

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Learning Compressed Sentence Representations for On-Device Text Processing


Jun 19, 2019
Dinghan Shen, Pengyu Cheng, Dhanasekar Sundararaman, Xinyuan Zhang, Qian Yang, Meng Tang, Asli Celikyilmaz, Lawrence Carin

* To appear at ACL 2019 

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Syntax-Infused Variational Autoencoder for Text Generation


Jun 05, 2019
Xinyuan Zhang, Yi Yang, Siyang Yuan, Dinghan Shen, Lawrence Carin

* Accepted by ACL 2019 

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Improving Textual Network Embedding with Global Attention via Optimal Transport


Jun 05, 2019
Liqun Chen, Guoyin Wang, Chenyang Tao, Dinghan Shen, Pengyu Cheng, Xinyuan Zhang, Wenlin Wang, Yizhe Zhang, Lawrence Carin


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Reinforced Cross-Modal Matching and Self-Supervised Imitation Learning for Vision-Language Navigation


Apr 06, 2019
Xin Wang, Qiuyuan Huang, Asli Celikyilmaz, Jianfeng Gao, Dinghan Shen, Yuan-Fang Wang, William Yang Wang, Lei Zhang

* CVPR 2019 Oral 

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Topic-Guided Variational Autoencoders for Text Generation


Mar 17, 2019
Wenlin Wang, Zhe Gan, Hongteng Xu, Ruiyi Zhang, Guoyin Wang, Dinghan Shen, Changyou Chen, Lawrence Carin


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Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models


Feb 01, 2019
Dinghan Shen, Asli Celikyilmaz, Yizhe Zhang, Liqun Chen, Xin Wang, Jianfeng Gao, Lawrence Carin


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Improving Sequence-to-Sequence Learning via Optimal Transport


Jan 18, 2019
Liqun Chen, Yizhe Zhang, Ruiyi Zhang, Chenyang Tao, Zhe Gan, Haichao Zhang, Bai Li, Dinghan Shen, Changyou Chen, Lawrence Carin


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Sequence Generation with Guider Network


Nov 02, 2018
Ruiyi Zhang, Changyou Chen, Zhe Gan, Wenlin Wang, Liqun Chen, Dinghan Shen, Guoyin Wang, Lawrence Carin


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Adversarial Text Generation via Feature-Mover's Distance


Sep 17, 2018
Liqun Chen, Shuyang Dai, Chenyang Tao, Dinghan Shen, Zhe Gan, Haichao Zhang, Yizhe Zhang, Lawrence Carin


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Learning Context-Sensitive Convolutional Filters for Text Processing


Aug 30, 2018
Dinghan Shen, Martin Renqiang Min, Yitong Li, Lawrence Carin

* Accepted by EMNLP 2018 as a full paper 

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Improved Semantic-Aware Network Embedding with Fine-Grained Word Alignment


Aug 29, 2018
Dinghan Shen, Xinyuan Zhang, Ricardo Henao, Lawrence Carin

* To appear at EMNLP 2018 

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Diffusion Maps for Textual Network Embedding


May 24, 2018
Xinyuan Zhang, Yitong Li, Dinghan Shen, Lawrence Carin


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Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms


May 24, 2018
Dinghan Shen, Guoyin Wang, Wenlin Wang, Martin Renqiang Min, Qinliang Su, Yizhe Zhang, Chunyuan Li, Ricardo Henao, Lawrence Carin

* To appear at ACL 2018 (code: https://github.com/dinghanshen/SWEM

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