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Evaluation of Text Generation: A Survey

Jun 26, 2020
Asli Celikyilmaz, Elizabeth Clark, Jianfeng Gao

* 42 pages 

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DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Jun 05, 2020
Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen

* 17 pages,4 figures, 8 tables 

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M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training

Jun 04, 2020
Haoyang Huang, Lin Su, Di Qi, Nan Duan, Edward Cui, Taroon Bharti, Lei Zhang, Lijuan Wang, Jianfeng Gao, Bei Liu, Jianlong Fu, Dongdong Zhang, Xin Liu, Ming Zhou

* 10 pages,2 figures 

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Novel Human-Object Interaction Detection via Adversarial Domain Generalization

May 22, 2020
Yuhang Song, Wenbo Li, Lei Zhang, Jianwei Yang, Emre Kiciman, Hamid Palangi, Jianfeng Gao, C. -C. Jay Kuo, Pengchuan Zhang


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Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

May 18, 2020
Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

* Code and pre-trained models are released: https://github.com/microsoft/Oscar 

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Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation

May 15, 2020
Ryuichi Takanobu, Qi Zhu, Jinchao Li, Baolin Peng, Jianfeng Gao, Minlie Huang

* SIGDIAL 2020 long paper 

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SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model

May 14, 2020
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Jianfeng Gao

* 10 pages; Project Website: https://aka.ms/soloist 

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RMM: A Recursive Mental Model for Dialog Navigation

May 02, 2020
Homero Roman Roman, Yonatan Bisk, Jesse Thomason, Asli Celikyilmaz, Jianfeng Gao


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A Controllable Model of Grounded Response Generation

May 01, 2020
Zeqiu Wu, Michel Galley, Chris Brockett, Yizhe Zhang, Xiang Gao, Chris Quirk, Rik Koncel-Kedziorski, Jianfeng Gao, Hannaneh Hajishirzi, Mari Ostendorf, Bill Dolan


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Conversation Learner -- A Machine Teaching Tool for Building Dialog Managers for Task-Oriented Dialog Systems

May 01, 2020
Swadheen Shukla, Lars Liden, Shahin Shayandeh, Eslam Kamal, Jinchao Li, Matt Mazzola, Thomas Park, Baolin Peng, Jianfeng Gao

* Accepted to ACL 2020 Demonstration Track 

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Learning Compliance Adaptation in Contact-Rich Manipulation

May 01, 2020
Jianfeng Gao, You Zhou, Tamim Asfour


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PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking

Apr 30, 2020
Hannah Rashkin, Asli Celikyilmaz, Yejin Choi, Jianfeng Gao


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Adversarial Training for Large Neural Language Models

Apr 29, 2020
Xiaodong Liu, Hao Cheng, Pengcheng He, Weizhu Chen, Yu Wang, Hoifung Poon, Jianfeng Gao

* 13 pages, 9 tables, 2 figures 

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Data Augmentation for Spoken Language Understanding via Pretrained Models

Apr 29, 2020
Baolin Peng, Chenguang Zhu, Michael Zeng, Jianfeng Gao

* 6 pages, 1 figure 

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Understanding the Difficulty of Training Transformers

Apr 17, 2020
Liyuan Liu, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Jiawei Han


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Guided Dialog Policy Learning without Adversarial Learning in the Loop

Apr 07, 2020
Ziming Li, Sungjin Lee, Baolin Peng, Jinchao Li, Shahin Shayandeh, Jianfeng Gao

* 10 pages 

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Deep Learning Based Text Classification: A Comprehensive Review

Apr 06, 2020
Shervin Minaee, Nal Kalchbrenner, Erik Cambria, Narjes Nikzad, Meysam Chenaghlu, Jianfeng Gao


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Optimus: Organizing Sentences via Pre-trained Modeling of a Latent Space

Apr 05, 2020
Chunyuan Li, Xiang Gao, Yuan Li, Xiujun Li, Baolin Peng, Yizhe Zhang, Jianfeng Gao


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Feature Quantization Improves GAN Training

Apr 05, 2020
Yang Zhao, Chunyuan Li, Ping Yu, Jianfeng Gao, Changyou Chen

* The first two authors contributed equally to this manuscript. Code: https://github.com/YangNaruto/FQ-GAN 

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Multi-View Learning for Vision-and-Language Navigation

Mar 09, 2020
Qiaolin Xia, Xiujun Li, Chunyuan Li, Yonatan Bisk, Zhifang Sui, Jianfeng Gao, Yejin Choi, Noah A. Smith

* 16 pages, 8 figures 

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UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training

Feb 28, 2020
Hangbo Bao, Li Dong, Furu Wei, Wenhui Wang, Nan Yang, Xiaodong Liu, Yu Wang, Songhao Piao, Jianfeng Gao, Ming Zhou, Hsiao-Wuen Hon

* 11 pages 

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Few-shot Natural Language Generation for Task-Oriented Dialog

Feb 27, 2020
Baolin Peng, Chenguang Zhu, Chunyuan Li, Xiujun Li, Jinchao Li, Michael Zeng, Jianfeng Gao

* Project website: https://aka.ms/scgpt ; Code and data: https://github.com/pengbaolin/SC-GPT 

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Towards Learning a Generic Agent for Vision-and-Language Navigation via Pre-training

Feb 25, 2020
Weituo Hao, Chunyuan Li, Xiujun Li, Lawrence Carin, Jianfeng Gao

* To appear at CVPR 2020. The first two authors contributed equally to this manuscript. Code: https://github.com/weituo12321/PREVALENT 

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The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding

Feb 19, 2020
Xiaodong Liu, Yu Wang, Jianshu Ji, Hao Cheng, Xueyun Zhu, Emmanuel Awa, Pengcheng He, Weizhu Chen, Hoifung Poon, Guihong Cao, Jianfeng Gao

* 9 pages, 3 figures and 3 tables 

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