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Mixed-Lingual Pre-training for Cross-lingual Summarization

Oct 18, 2020
Ruochen Xu, Chenguang Zhu, Yu Shi, Michael Zeng, Xuedong Huang

* Accepted at Asia-Pacific Chapter of the Association for Computational Linguistics (AACL) 2020 

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A Survey of Knowledge-Enhanced Text Generation

Oct 09, 2020
Wenhao Yu, Chenguang Zhu, Zaitang Li, Zhiting Hu, Qingyun Wang, Heng Ji, Meng Jiang

* 44 pages; Preprint; A paper and code collection is available at https://github.com/wyu97/KENLG-Reading 

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Semi-Supervised Speech-Language Joint Pre-Training for Spoken Language Understanding

Oct 05, 2020
Yu-An Chung, Chenguang Zhu, Michael Zeng


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JAKET: Joint Pre-training of Knowledge Graph and Language Understanding

Oct 02, 2020
Donghan Yu, Chenguang Zhu, Yiming Yang, Michael Zeng


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Injecting Entity Types into Entity-Guided Text Generation

Sep 28, 2020
Xiangyu Dong, Wenhao Yu, Chenguang Zhu, Meng Jiang

* Preprint; Under review as a conference paper; Code is available at: https://github.com/wyu97/InjType 

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Mind The Facts: Knowledge-Boosted Coherent Abstractive Text Summarization

Jun 27, 2020
Beliz Gunel, Chenguang Zhu, Michael Zeng, Xuedong Huang

* NeurIPS 2019, Knowledge Representation & Reasoning Meets Machine Learning (KR2ML workshop) 

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Filtered Inner Product Projection for Multilingual Embedding Alignment

Jun 05, 2020
Vin Sachidananda, Ziyi Yang, Chenguang Zhu


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Meta Dialogue Policy Learning

Jun 03, 2020
Yumo Xu, Chenguang Zhu, Baolin Peng, Michael Zeng

* 10 pages, 3 figures 

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Boosting Naturalness of Language in Task-oriented Dialogues via Adversarial Training

May 06, 2020
Chenguang Zhu

* SIGDial 2020 

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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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End-to-End Abstractive Summarization for Meetings

Apr 22, 2020
Chenguang Zhu, Ruochen Xu, Michael Zeng, Xuedong Huang

* 12 pages, 2 figures 

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Boosting Factual Correctness of Abstractive Summarization

Apr 04, 2020
Chenguang Zhu, William Hinthorn, Ruochen Xu, Qingkai Zeng, Michael Zeng, Xuedong Huang, Meng Jiang

* 17 pages, 3 figures 

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Boosting Factual Correctness of Abstractive Summarization with Knowledge Graph

Mar 26, 2020
Chenguang Zhu, William Hinthorn, Ruochen Xu, Qingkai Zeng, Michael Zeng, Xuedong Huang, Meng Jiang

* 14 pages, 2 figures 

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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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Make Lead Bias in Your Favor: A Simple and Effective Method for News Summarization

Jan 07, 2020
Chenguang Zhu, Ziyi Yang, Robert Gmyr, Michael Zeng, Xuedong Huang

* 7 pages, 2 figures 

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TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising

Jan 06, 2020
Ziyi Yang, Chenguang Zhu, Robert Gmyr, Michael Zeng, Xuedong Huang, Eric Darve

* 10 pages, 3 figures 

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SIM: A Slot-Independent Neural Model for Dialogue State Tracking

Sep 26, 2019
Chenguang Zhu, Michael Zeng, Xuedong Huang

* SIGDial 2019 
* 6 pages, 1 figure 

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Embedding Imputation with Grounded Language Information

Jun 10, 2019
Ziyi Yang, Chenguang Zhu, Vin Sachidananda, Eric Darve


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SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering

Jan 02, 2019
Chenguang Zhu, Michael Zeng, Xuedong Huang

* 8 pages, 2 figures 

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Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question Answering

Oct 02, 2018
Jianmo Ni, Chenguang Zhu, Weizhu Chen, Julian McAuley


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Zero-training Sentence Embedding via Orthogonal Basis

Sep 30, 2018
Ziyi Yang, Chenguang Zhu, Weizhu Chen


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FusionNet: Fusing via Fully-Aware Attention with Application to Machine Comprehension

Feb 04, 2018
Hsin-Yuan Huang, Chenguang Zhu, Yelong Shen, Weizhu Chen

* Published in Sixth International Conference on Learning Representations (ICLR), 2018 

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