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CLIP-Event: Connecting Text and Images with Event Structures


Jan 13, 2022
Manling Li, Ruochen Xu, Shuohang Wang, Luowei Zhou, Xudong Lin, Chenguang Zhu, Michael Zeng, Heng Ji, Shih-Fu Chang


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Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention


Dec 14, 2021
Yichong Xu, Chenguang Zhu, Shuohang Wang, Siqi Sun, Hao Cheng, Xiaodong Liu, Jianfeng Gao, Pengcheng He, Michael Zeng, Xuedong Huang

* 11 pages, 1 figure, 7 tables 

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MLP Architectures for Vision-and-Language Modeling: An Empirical Study


Dec 08, 2021
Yixin Nie, Linjie Li, Zhe Gan, Shuohang Wang, Chenguang Zhu, Michael Zeng, Zicheng Liu, Mohit Bansal, Lijuan Wang

* 15 pages 

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An Empirical Study of Training End-to-End Vision-and-Language Transformers


Nov 25, 2021
Zi-Yi Dou, Yichong Xu, Zhe Gan, Jianfeng Wang, Shuohang Wang, Lijuan Wang, Chenguang Zhu, Pengchuan Zhang, Lu Yuan, Nanyun Peng, Zicheng Liu, Michael Zeng


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SYNERGY: Building Task Bots at Scale Using Symbolic Knowledge and Machine Teaching


Oct 21, 2021
Baolin Peng, Chunyuan Li, Zhu Zhang, Jinchao Li, Chenguang Zhu, Jianfeng Gao

* 8 pages 

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Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents


Oct 16, 2021
Yusen Zhang, Ansong Ni, Ziming Mao, Chen Henry Wu, Chenguang Zhu, Budhaditya Deb, Ahmed H. Awadallah, Dragomir Radev, Rui Zhang


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Leveraging Knowledge in Multilingual Commonsense Reasoning


Oct 16, 2021
Yuwei Fang, Shuohang Wang, Yichong Xu, Ruochen Xu, Siqi Sun, Chenguang Zhu, Michael Zeng

* First place in XCSR Leaderboard: https://inklab.usc.edu//XCSR/leaderboard. Work in progress 

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DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization


Oct 15, 2021
Ziming Mao, Chen Henry Wu, Ansong Ni, Yusen Zhang, Rui Zhang, Tao Yu, Budhaditya Deb, Chenguang Zhu, Ahmed H. Awadallah, Dragomir Radev


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End-to-End Segmentation-based News Summarization


Oct 15, 2021
Yang Liu, Chenguang Zhu, Michael Zeng


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Dict-BERT: Enhancing Language Model Pre-training with Dictionary


Oct 13, 2021
Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

* Under Review 

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KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering


Oct 08, 2021
Donghan Yu, Chenguang Zhu, Yuwei Fang, Wenhao Yu, Shuohang Wang, Yichong Xu, Xiang Ren, Yiming Yang, Michael Zeng


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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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