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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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NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset


Oct 14, 2021
Qiyuan Zhang, Lei Wang, Sicheng Yu, Shuohang Wang, Yang Wang, Jing Jiang, Ee-Peng Lim

* Findings of EMNLP 2021. Code will be released at: https://github.com/Don-Joey/NoahQA 

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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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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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Playing Lottery Tickets with Vision and Language


Apr 23, 2021
Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu


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LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval


Apr 11, 2021
Siqi Sun, Yen-Chun Chen, Linjie Li, Shuohang Wang, Yuwei Fang, Jingjing Liu

* NAACL 2021 

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UC2: Universal Cross-lingual Cross-modal Vision-and-Language Pre-training


Apr 01, 2021
Mingyang Zhou, Luowei Zhou, Shuohang Wang, Yu Cheng, Linjie Li, Zhou Yu, Jingjing Liu


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The Elastic Lottery Ticket Hypothesis


Mar 30, 2021
Xiaohan Chen, Yu Cheng, Shuohang Wang, Zhe Gan, Jingjing Liu, Zhangyang Wang


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EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets


Dec 31, 2020
Xiaohan Chen, Yu Cheng, Shuohang Wang, Zhe Gan, Zhangyang Wang, Jingjing Liu


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InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective


Oct 14, 2020
Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

* 20 pages, 8 tables, 2 figures 

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Counterfactual Variable Control for Robust and Interpretable Question Answering


Oct 12, 2020
Sicheng Yu, Yulei Niu, Shuohang Wang, Jing Jiang, Qianru Sun


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Cross-Thought for Sentence Encoder Pre-training


Oct 07, 2020
Shuohang Wang, Yuwei Fang, Siqi Sun, Zhe Gan, Yu Cheng, Jing Jiang, Jingjing Liu

* Accepted by EMNLP 2020 

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Multi-Fact Correction in Abstractive Text Summarization


Oct 06, 2020
Yue Dong, Shuohang Wang, Zhe Gan, Yu Cheng, Jackie Chi Kit Cheung, Jingjing Liu

* 12 pages, accepted at EMNLP2020 

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Contrastive Distillation on Intermediate Representations for Language Model Compression


Sep 29, 2020
Siqi Sun, Zhe Gan, Yu Cheng, Yuwei Fang, Shuohang Wang, Jingjing Liu

* Accepted by EMNLP 2020 

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FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding


Sep 17, 2020
Yuwei Fang, Shuohang Wang, Zhe Gan, Siqi Sun, Jingjing Liu

* Top-1 Performance on XTREME (https://sites.research.google/xtreme, September 8, 2020) and XGLUE (https://microsoft.github.io/XGLUE, September 14, 2020) benchmark 

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Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding


Sep 13, 2020
Shuohang Wang, Luowei Zhou, Zhe Gan, Yen-Chun Chen, Yuwei Fang, Siqi Sun, Yu Cheng, Jingjing Liu

* 10 pages 

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Accelerating Real-Time Question Answering via Question Generation


Sep 10, 2020
Yuwei Fang, Shuohang Wang, Zhe Gan, Siqi Sun, Jingjing Liu


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Multi-level Head-wise Match and Aggregation in Transformer for Textual Sequence Matching


Jan 20, 2020
Shuohang Wang, Yunshi Lan, Yi Tay, Jing Jiang, Jingjing Liu

* AAAI 2020, 8 pages 

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Hierarchical Graph Network for Multi-hop Question Answering


Nov 09, 2019
Yuwei Fang, Siqi Sun, Zhe Gan, Rohit Pillai, Shuohang Wang, Jingjing Liu


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What does BERT Learn from Multiple-Choice Reading Comprehension Datasets?


Oct 28, 2019
Chenglei Si, Shuohang Wang, Min-Yen Kan, Jing Jiang

* 10 pages 

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Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks


Jun 11, 2019
Yi Tay, Aston Zhang, Luu Anh Tuan, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui

* ACL 2019 

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Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives


May 26, 2019
Yi Tay, Shuohang Wang, Luu Anh Tuan, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang

* Accepted to ACL 2019 

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Unsupervised Deep Structured Semantic Models for Commonsense Reasoning


Apr 03, 2019
Shuohang Wang, Sheng Zhang, Yelong Shen, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Jing Jiang

* To appear in NAACL 2019, 10 pages 

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A Co-Matching Model for Multi-choice Reading Comprehension


Jun 11, 2018
Shuohang Wang, Mo Yu, Shiyu Chang, Jing Jiang

* 6, accepted ACL 2018 

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Evidence Aggregation for Answer Re-Ranking in Open-Domain Question Answering


Apr 26, 2018
Shuohang Wang, Mo Yu, Jing Jiang, Wei Zhang, Xiaoxiao Guo, Shiyu Chang, Zhiguo Wang, Tim Klinger, Gerald Tesauro, Murray Campbell

* 13 pages 

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