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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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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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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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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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Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations

Jun 21, 2020
Changlong Yu, Hongming Zhang, Yangqiu Song, Wilfred Ng, Lifeng Shang

* Accepted by AKBC 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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TinyBERT: Distilling BERT for Natural Language Understanding

Sep 24, 2019
Xiaoqi Jiao, Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Chen, Linlin Li, Fang Wang, Qun Liu

* 13 pages, 2 figures, 9 tables 

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Dialog State Tracking with Reinforced Data Augmentation

Aug 21, 2019
Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Chen, Qun Liu

* Under review 

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Decomposable Neural Paraphrase Generation

Jun 24, 2019
Zichao Li, Xin Jiang, Lifeng Shang, Qun Liu

* To appear in ACL 2019 

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Meta Learning for Few-shot Keyword Spotting

Dec 26, 2018
Yangbin Chen, Tom Ko, Lifeng Shang, Xiao Chen, Xin Jiang, Qing Li


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Paraphrase Generation with Deep Reinforcement Learning

Aug 23, 2018
Zichao Li, Xin Jiang, Lifeng Shang, Hang Li

* EMNLP 2018 

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Neural Machine Translation with Reconstruction

Nov 21, 2016
Zhaopeng Tu, Yang Liu, Lifeng Shang, Xiaohua Liu, Hang Li

* Accepted by AAAI 2017 

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Neural Generative Question Answering

Apr 22, 2016
Jun Yin, Xin Jiang, Zhengdong Lu, Lifeng Shang, Hang Li, Xiaoming Li

* Accepted by IJCAI 2016 

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Multimodal Convolutional Neural Networks for Matching Image and Sentence

Aug 29, 2015
Lin Ma, Zhengdong Lu, Lifeng Shang, Hang Li

* Accepted by ICCV 2015 

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Neural Responding Machine for Short-Text Conversation

Apr 27, 2015
Lifeng Shang, Zhengdong Lu, Hang Li

* accepted as a full paper at ACL 2015 

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On Approximate Inference for Generalized Gaussian Process Models

Nov 27, 2013
Lifeng Shang, Antoni B. Chan


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