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Unsupervised Extractive Summarization by Pre-training Hierarchical Transformers

Oct 16, 2020
Shusheng Xu, Xingxing Zhang, Yi Wu, Furu Wei, Ming Zhou

* 9 pages, 4 figures 

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Improving the Efficiency of Grammatical Error Correction with Erroneous Span Detection and Correction

Oct 07, 2020
Mengyun Chen, Tao Ge, Xingxing Zhang, Furu Wei, Ming Zhou

* Accepted by EMNLP 2020 

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Generating Commonsense Explanation by Extracting Bridge Concepts from Reasoning Paths

Sep 24, 2020
Haozhe Ji, Pei Ke, Shaohan Huang, Furu Wei, Minlie Huang

* Accepted by AACL-IJCNLP 2020 

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Language Generation with Multi-Hop Reasoning on Commonsense Knowledge Graph

Sep 24, 2020
Haozhe Ji, Pei Ke, Shaohan Huang, Furu Wei, Xiaoyan Zhu, Minlie Huang

* accepted by EMNLP 2020 

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InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Jul 15, 2020
Zewen Chi, Li Dong, Furu Wei, Nan Yang, Saksham Singhal, Wenhui Wang, Xia Song, Xian-Ling Mao, Heyan Huang, Ming Zhou

* 11 pages 

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BERT Loses Patience: Fast and Robust Inference with Early Exit

Jun 29, 2020
Wangchunshu Zhou, Canwen Xu, Tao Ge, Julian McAuley, Ke Xu, Furu Wei

* 13 pages 

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DocBank: A Benchmark Dataset for Document Layout Analysis

Jun 01, 2020
Minghao Li, Yiheng Xu, Lei Cui, Shaohan Huang, Furu Wei, Zhoujun Li, Ming Zhou

* Work in progress 

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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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Harvesting and Refining Question-Answer Pairs for Unsupervised QA

May 06, 2020
Zhongli Li, Wenhui Wang, Li Dong, Furu Wei, Ke Xu

* Accepted by ACL-20 

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Scheduled DropHead: A Regularization Method for Transformer Models

Apr 28, 2020
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei, Ming Zhou


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Self-Attention Attribution: Interpreting Information Interactions Inside Transformer

Apr 23, 2020
Yaru Hao, Li Dong, Furu Wei, Ke Xu

* 11 pages 

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At Which Level Should We Extract? An Empirical Study on Extractive Document Summarization

Apr 06, 2020
Qingyu Zhou, Furu Wei, Ming Zhou


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Learning to Summarize Passages: Mining Passage-Summary Pairs from Wikipedia Revision Histories

Apr 06, 2020
Qingyu Zhou, Furu Wei, Ming Zhou


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STEP: Sequence-to-Sequence Transformer Pre-training for Document Summarization

Apr 04, 2020
Yanyan Zou, Xingxing Zhang, Wei Lu, Furu Wei, Ming Zhou


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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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MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers

Feb 25, 2020
Wenhui Wang, Furu Wei, Li Dong, Hangbo Bao, Nan Yang, Ming Zhou

* Code and models: https://github.com/microsoft/unilm/tree/master/minilm 

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LayoutLM: Pre-training of Text and Layout for Document Image Understanding

Feb 19, 2020
Yiheng Xu, Minghao Li, Lei Cui, Shaohan Huang, Furu Wei, Ming Zhou

* Work in progress 

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Self-Adversarial Learning with Comparative Discrimination for Text Generation

Feb 12, 2020
Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei, Ming Zhou

* ICLR 2020 

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BERT-of-Theseus: Compressing BERT by Progressive Module Replacing

Feb 10, 2020
Canwen Xu, Wangchunshu Zhou, Tao Ge, Furu Wei, Ming Zhou

* 11 pages; typo fixed 

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Multimodal Matching Transformer for Live Commenting

Feb 07, 2020
Chaoqun Duan, Lei Cui, Shuming Ma, Furu Wei, Conghui Zhu, Tiejun Zhao


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Fact-aware Sentence Split and Rephrase with Permutation Invariant Training

Feb 03, 2020
Yinuo Guo, Tao Ge, Furu Wei

* AAAI 2020 

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Can Monolingual Pretrained Models Help Cross-Lingual Classification?

Nov 10, 2019
Zewen Chi, Li Dong, Furu Wei, Xian-Ling Mao, Heyan Huang

* 5 pages 

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Transforming Wikipedia into Augmented Data for Query-Focused Summarization

Nov 08, 2019
Haichao Zhu, Li Dong, Furu Wei, Bing Qin, Ting Liu


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