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Training Multilingual Pre-trained Language Model with Byte-level Subwords

Jan 23, 2021
Junqiu Wei, Qun Liu, Yinpeng Guo, Xin Jiang


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Revisiting Robust Neural Machine Translation: A Transformer Case Study

Dec 31, 2020
Peyman Passban, Puneeth S. M. Saladi, Qun Liu


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BinaryBERT: Pushing the Limit of BERT Quantization

Dec 31, 2020
Haoli Bai, Wei Zhang, Lu Hou, Lifeng Shang, Jing Jin, Xin Jiang, Qun Liu, Michael Lyu, Irwin King


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Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning

Dec 31, 2020
Chenglei Si, Zhengyan Zhang, Fanchao Qi, Zhiyuan Liu, Yasheng Wang, Qun Liu, Maosong Sun

* 9 pages 

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HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions

Dec 31, 2020
Shaobo Li, Xiaoguang Li, Lifeng Shang, Xin Jiang, Qun Liu, Chengjie Sun, Zhenzhou Ji, Bingquan Liu

* Accepted at AAAI 2021 

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ALP-KD: Attention-Based Layer Projection for Knowledge Distillation

Dec 27, 2020
Peyman Passban, Yimeng Wu, Mehdi Rezagholizadeh, Qun Liu

* AAAI 2021. This work has been done while Peyman Passban was at Huawei 

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Improving Task-Agnostic BERT Distillation with Layer Mapping Search

Dec 11, 2020
Xiaoqi Jiao, Huating Chang, Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Chen, Linlin Li, Fang Wang, Qun Liu


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Document Graph for Neural Machine Translation

Dec 08, 2020
Mingzhou Xu, Liangyou Li, Derek. F. Wong, Qun Liu, Lidia S. Chao


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PPKE: Knowledge Representation Learning by Path-based Pre-training

Dec 07, 2020
Bin He, Di Zhou, Jing Xie, Jinghui Xiao, Xin Jiang, Qun Liu


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KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning

Dec 07, 2020
Bin He, Xin Jiang, Jinghui Xiao, Qun Liu

* 10 pages, 3 figures 

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From Unsupervised Machine Translation To Adversarial Text Generation

Nov 10, 2020
Ahmad Rashid, Alan Do-Omri, Md. Akmal Haidar, Qun Liu, Mehdi Rezagholizadeh

* Accepted at ICASSP 2020 

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Know What You Don't Need: Single-Shot Meta-Pruning for Attention Heads

Nov 07, 2020
Zhengyan Zhang, Fanchao Qi, Zhiyuan Liu, Qun Liu, Maosong Sun


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HyperText: Endowing FastText with Hyperbolic Geometry

Oct 30, 2020
Yudong Zhu, Di Zhou, Jinghui Xiao, Xin Jiang, Xiao Chen, Qun Liu

* Findings of EMNLP 2020 

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LiDAM: Semi-Supervised Learning with Localized Domain Adaptation and Iterative Matching

Oct 13, 2020
Qun Liu, Matthew Shreve, Raja Bala


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TernaryBERT: Distillation-aware Ultra-low Bit BERT

Oct 10, 2020
Wei Zhang, Lu Hou, Yichun Yin, Lifeng Shang, Xiao Chen, Xin Jiang, Qun Liu

* Accepted by EMNLP 2020 

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Why Skip If You Can Combine: A Simple Knowledge Distillation Technique for Intermediate Layers

Oct 06, 2020
Yimeng Wu, Peyman Passban, Mehdi Rezagholizade, Qun Liu

* The first two authors contributed equally 

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TensorCoder: Dimension-Wise Attention via Tensor Representation for Natural Language Modeling

Aug 12, 2020
Shuai Zhang, Peng Zhang, Xindian Ma, Junqiu Wei, Ningning Wang, Qun Liu


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Learning to Detect Unacceptable Machine Translations for Downstream Tasks

May 08, 2020
Meng Zhang, Xin Jiang, Yang Liu, Qun Liu


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Accurate Word Alignment Induction from Neural Machine Translation

Apr 30, 2020
Yun Chen, Yang Liu, Guanhua Chen, Xin Jiang, Qun Liu


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Perturbed Masking: Parameter-free Probing for Analyzing and Interpreting BERT

Apr 30, 2020
Zhiyong Wu, Yun Chen, Ben Kao, Qun Liu

* Accepted to ACL2020 as a long paper 

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Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order

Apr 24, 2020
Yi Liao, Xin Jiang, Qun Liu

* Accepted by ACL 2020 

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DynaBERT: Dynamic BERT with Adaptive Width and Depth

Apr 08, 2020
Lu Hou, Lifeng Shang, Xin Jiang, Qun Liu


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Dictionary-based Data Augmentation for Cross-Domain Neural Machine Translation

Apr 06, 2020
Wei Peng, Chongxuan Huang, Tianhao Li, Yun Chen, Qun Liu


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A One-Shot Learning Framework for Assessment of Fibrillar Collagen from Second Harmonic Generation Images of an Infarcted Myocardium

Jan 30, 2020
Qun Liu, Supratik Mukhopadhyay, Maria Ximena Bastidas Rodriguez, Xing Fu, Sushant Sahu, David Burk, Manas Gartia

* Paper was accepted at the IEEE International Symposium on Biomedical Imaging (ISBI 2020) 

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Context-Aware Design of Cyber-Physical Human Systems (CPHS)

Jan 07, 2020
Supratik Mukhopadhyay, Qun Liu, Edward Collier, Yimin Zhu, Ravindra Gudishala, Chanachok Chokwitthaya, Robert DiBiano, Alimire Nabijiang, Sanaz Saeidi, Subhajit Sidhanta, Arnab Ganguly

* Paper was accepted at the 12th International Conference on Communication Systems and Networks (COMSNETS 2020) 

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Multi-channel Reverse Dictionary Model

Dec 19, 2019
Lei Zhang, Fanchao Qi, Zhiyuan Liu, Yasheng Wang, Qun Liu, Maosong Sun

* Accepted by AAAI Conference on Artificial Intelligence 2020 

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