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An Exploratory Study on Long Dialogue Summarization: What Works and What's Next


Sep 10, 2021
Yusen Zhang, Ansong Ni, Tao Yu, Rui Zhang, Chenguang Zhu, Budhaditya Deb, Asli Celikyilmaz, Ahmed Hassan Awadallah, Dragomir Radev

* Findings of EMNLP 2021 

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DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization


Sep 06, 2021
Ming Zhong, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng

* Preprint 

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Does Knowledge Help General NLU? An Empirical Study


Sep 01, 2021
Ruochen Xu, Yuwei Fang, Chenguang Zhu, Michael Zeng

* Work in Progress 

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Want To Reduce Labeling Cost? GPT-3 Can Help


Aug 30, 2021
Shuohang Wang, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng

* Findings of EMNLP 2021, 11 pages 

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Retrieval Enhanced Model for Commonsense Generation


May 24, 2021
Han Wang, Yang Liu, Chenguang Zhu, Linjun Shou, Ming Gong, Yichong Xu, Michael Zeng

* Findings of ACL-IJCNLP 2021 

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Sentence-Permuted Paragraph Generation


Apr 15, 2021
Wenhao Yu, Chenguang Zhu, Tong Zhao, Zhichun Guo, Meng Jiang

* 19 pages, 6 figures 

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MediaSum: A Large-scale Media Interview Dataset for Dialogue Summarization


Mar 12, 2021
Chenguang Zhu, Yang Liu, Jie Mei, Michael Zeng

* North American Chapter of the Association for Computational Linguistics (NAACL), Mexico City, Mexico, 2021 
* Dataset: https://github.com/zcgzcgzcg1/MediaSum/ 

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RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems


Dec 29, 2020
Baolin Peng, Chunyuan Li, Zhu Zhang, Chenguang Zhu, Jinchao Li, Jianfeng Gao

* 12 pages; Project website at aka.ms/raddle 

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Fusing Context Into Knowledge Graph for Commonsense Reasoning


Dec 09, 2020
Yichong Xu, Chenguang Zhu, Ruochen Xu, Yang Liu, Michael Zeng, Xuedong Huang


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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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