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<!DOCTYPE html>
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<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
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<title>Shuming Ma (Peking University)</title>
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<a class="navbar-brand js-scroll-trigger" href="#page-top">Shuming Ma</a>
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<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#about">About Me</a>
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<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#news">News</a>
</li>
<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#publication">Publications</a>
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<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#experience">Experience</a>
</li>
<li class="nav-item">
<a class="nav-link js-scroll-trigger" href="#activity">Activities</a>
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<a class="nav-link js-scroll-trigger" href="#award">Awards</a>
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<div style="margin-top:40px" class="col-xs-12 col-sm-6">
<h3>
Shuming Ma (马树铭) <br>
<small>Master Student</small>
</h3>
<p>
<a href="http://lanco.pku.edu.cn">Language Computing and Machine Learning Group (LANCO)</a>,<br>
<a href="http://eecs.pku.edu.cn">School of EECS</a>, <a href="http://pku.edu.cn">Peking University</a>, Beijing, China<br>
</p>
<p>Email: shumingma (AT) pku.edu.cn</p>
</div>
<div style="margin-top:40px" class="col-lg-10 mx-auto">
<h4>Short Bio</h4>
<p class="lead">
Hi, I am a final-year master student from the School of Electronics Engineering and Computer Science (EECS)
at Peking University (PKU). I work on natural language processing and machine learning, under the supervision of Prof. <a href="http://xusun.org">Xu Sun</a>.
My research interests mainly lie in deep learning and natural language generation, especially text summarization, machine translation,
and machine commenting.
</p>
</div>
</div>
</div>
</section>
<section id="news">
<div class="container">
<div class="row">
<div class="col-lg-10 mx-auto">
<h2>News</h2>
<p style="margin-bottom: 25px"></p>
<ul>
<li style="line-height: 20px; margin-bottom: 10px;">May. 14th, 2018 - Two papers accepted to ACL 2019.</li>
<li style="line-height: 20px; margin-bottom: 10px;">Nov. 1st, 2018 - Two papers accepted to AAAI 2019.</li>
<li style="line-height: 20px; margin-bottom: 10px;">Aug. 29th, 2018 - Attended and presented one paper at NLPCC 2018.</li>
<li style="line-height: 20px; margin-bottom: 10px;">Jul. 16th, 2018 - Attended and presented two papers at ACL 2018.</li>
<li style="line-height: 20px; margin-bottom: 10px;">May. 8th, 2018 - Started an internship at Microsoft Research Asia.</li>
</ul>
</div>
</div>
</div>
</section>
<section id="publication" class="bg-light">
<div class="container">
<div class="row">
<div class="col-lg-10 mx-auto">
<h2>Publications</h2>
<p style="margin-bottom: 25px"></p>
<ol>
<li style="line-height: 20px; margin-bottom: 20px;">
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation
<br>
<strong>Shuming Ma</strong>, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun<br>
<strong>ACL</strong> 2019
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification
<br>
Pengcheng Yang, Fuli Luo, <strong>Shuming Ma</strong>, Junyang Lin, Xu Sun<br>
<strong>ACL</strong> 2019 (Short Paper)
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
LiveBot: Generating Live Video Comments Based on Visual and Textual Contexts
<br>
<strong>Shuming Ma</strong>, Lei Cui, Damai Dai, Furu Wei, Xu Sun<br>
<strong>AAAI</strong> 2019
<a href="https://arxiv.org/pdf/1809.04938.pdf">[pdf]</a>
<a href="https://github.com/lancopku/livebot">[code]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Hierarchical Encoder with Auxiliary Supervision for Neural Table-to-text Generation: Learning Better Representation for Tables
<br>
Tianyu Liu, Fuli Luo, Qiaolin Xia, <strong>Shuming Ma</strong>, Baobao Chang, Zhifang Sui<br>
<strong>AAAI</strong> 2019
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification
<br>
<strong>Shuming Ma</strong>, Xu Sun, Junyang Lin, Xuancheng Ren<br>
<strong>IJCAI</strong> 2018
<a href="https://arxiv.org/pdf/1805.01089.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation
<br>
<strong>Shuming Ma</strong>, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren<br>
<strong>NAACL</strong> 2018
<a href="https://arxiv.org/pdf/1803.01465.pdf">[pdf]</a>
<a href="https://github.com/shumingma/WEAN">[code]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization
<br>
<strong>Shuming Ma</strong>, Xu Sun, Junyang Lin, Houfeng Wang<br>
<strong>ACL</strong> 2018 (Short Paper)
<a href="https://arxiv.org/pdf/1805.04869.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Bag-of-Words as Target for Neural Machine Translation
<br>
<strong>Shuming Ma</strong>, Xu Sun, Yizhong Wang, Junyang Lin<br>
<strong>ACL</strong> 2018 (Short Paper)
<a href="https://arxiv.org/pdf/1805.04871.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Global Encoding for Abstractive Summarization
<br>
Junyang Lin, Xu Sun, <strong>Shuming Ma</strong>, Qi Su<br>
<strong>ACL</strong> 2018 (Short Paper)
<a href="https://arxiv.org/pdf/1805.03989.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Automatic Academic Paper Rating Based on Modularized Hierarchical Convolution Neural Network
<br>
Pengcheng Yang, Xu Sun, Wei Li, <strong>Shuming Ma</strong><br>
<strong>ACL</strong> 2018 (Short Paper)
<a href="https://arxiv.org/pdf/1805.03977.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Phrase-level Self-Attention Networks for Universal Sentence Encoding
<br>
Wei Wu, Houfeng Wang, Tianyu Liu, <strong>Shuming Ma</strong><br>
<strong>EMNLP</strong> 2018
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification
<br>
Junyang Lin, Xu Sun, Pengcheng Yang, <strong>Shuming Ma</strong>, Qi Su<br>
<strong>EMNLP</strong> 2018
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
SGM: Sequence Generation Model for Multi-label Classification
<br>
Pengcheng Yang, Xu Sun, Wei Li, <strong>Shuming Ma</strong>, Wei Wu, Houfeng Wang<br>
<strong>COLING</strong> 2018 (Best Paper Award)
<a href="https://arxiv.org/pdf/1806.04822.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?
<br>
Yi Zhang, Xu Sun, <strong>Shuming Ma</strong>, Yang Yang, Xuancheng Ren<br>
<strong>COLING</strong> 2018
<a href="https://arxiv.org/pdf/1711.08231.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Deconvolution-Based Global Decoding for Neural Machine Translation
<br>
Junyang Lin, Xu Sun, Xuancheng Ren, <strong>Shuming Ma</strong>, Jinsong Su, Qi Su<br>
<strong>COLING</strong> 2018
<a href="https://arxiv.org/pdf/1806.03692.pdf">[pdf]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
An End-to-End Question Answering Model Based on Semi-Structured Tables
<br>
Hao Wang, Xiaodong Zhang, <strong>Shuming Ma</strong>, Xu Sun, Houfeng Wang<br>
<strong>COLING</strong> 2018
</li>
<li style="line-height: 20px; margin-bottom: 20px;">
Accelerating Graph-based Dependency Parsing with Lock-Free Parallel Perceptron
<br>
<strong>Shuming Ma</strong>, Xu Sun, Yi Zhang, Bingzhen Wei<br>
<strong>NLPCC</strong> 2018
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization
<br>
<strong>Shuming Ma</strong>, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su<br>
<strong>ACL</strong> 2017 (Short Paper)
<a href="https://arxiv.org/pdf/1706.02459.pdf">[pdf]</a>
<a href="https://github.com/shumingma/SRB">[code]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting
<br>
Xu Sun, Xuancheng Ren, <strong>Shuming Ma</strong>, Houfeng Wang<br>
<strong>ICML</strong> 2017
<a href="https://arxiv.org/pdf/1706.06197.pdf">[pdf]</a>
<a href="https://github.com/jklj077/meProp">[code]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Transfer Deep Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network
<br>
Jingjing Xu, <strong>Shuming Ma</strong>, Yi Zhang, Bingzhen Wei, Xiaoyan Cai, Xu Sun<br>
<strong>NLPCC</strong> 2017
<a href="https://arxiv.org/pdf/1702.04488.pdf">[pdf]</a>
<a href="https://github.com/jingjingxupku/Low-Resource-CWS-">[code]</a>
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method.
<br>
Xu Sun, Xuancheng Ren, <strong>Shuming Ma</strong>, Bingzhen Wei, Wei Li, Jingjing Xu, Houfeng Wang, Yi Zhang<br>
IEEE Transactions on Knowledge and Data Engineering (<strong>TKDE</strong>)
</li>
<li style="line-height: 20px; margin-bottom: 20px;">Towards Easier and Faster Sequence Labeling for Natural Language Processing: A Search-based Probabilistic Online Learning Framework (SAPO).
<br>
Xu Sun, <strong>Shuming Ma</strong>, Yi Zhang, Xuancheng Ren<br>
Information Sciences. Elsevier.
</li>
</ol>
</div>
</div>
</div>
</section>
<section id="experience">
<div class="container">
<div class="row">
<div class="col-lg-10 mx-auto">
<h2>Education and Experience</h2>
<p style="margin-bottom: 25px"></p>
<ul>
<li style="line-height: 20px; margin-bottom: 10px;">Interning in NLC Group, Microsoft Research Asia, May 2018 - Sept. 2018. <br> Mentor: Dr. <a href="http://mindio.org/">Furu Wei</a> and Dr. <a href="https://www.microsoft.com/en-us/research/people/lecu/">Lei Cui</a></li>
<li style="line-height: 20px; margin-bottom: 10px;">Master-degree student in Computer Science, Peking Universiy, Sept. 2016 - Now. <br> Advisor: Prof. <a href="http://xusun.org">Xu Sun</a></li>
<li style="line-height: 20px; margin-bottom: 10px;">Bachelor of Engineering in Engineering Structure Analysis, Peking University, Sept. 2012 - Jul. 2016.</li>
<li style="line-height: 20px; margin-bottom: 10px;">Bachelor of Science in Psychology (double Bachelor's degree), Peking University, Sept. 2013 - Jul. 2016.</li>
</ul>
</div>
</div>
</div>
</section>
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<h2>Academic Activities</h2>
<p style="margin-bottom: 25px"></p>
<ul>
<li>Program Committee Member: ACL 2017, ACL 2019, EMNLP 2018, EMNLP 2019, NLPCC 2018, NLPCC 2019</li>
<li>Sub-reviewer: AAAI 2016, IJCAI 2016, ACL 2016, AAAI 2017, IJCAI 2018 </li>
<li>Journal reviewer: Neural Networks</li>
</ul>
</div>
</div>
</div>
</section>
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<h2>Awards</h2>
<p style="margin-bottom: 25px"></p>
<ul>
<li style="line-height: 20px; margin-bottom: 10px;">National Scholarship, 2018</li>
<li style="line-height: 20px; margin-bottom: 10px;">Academic Excellence Award, 2018</li>
<li style="line-height: 20px; margin-bottom: 10px;">COLING 2018 Best Paper Award</li>
<li style="line-height: 20px; margin-bottom: 10px;">Canon Scholarship, 2017</li>
<li style="line-height: 20px; margin-bottom: 10px;">Merit Student in Peking University, 2017</li>
<li style="line-height: 20px; margin-bottom: 10px;"><a href="http://www.comap.com/undergraduate/contests/">Mathematical Contest In Modeling (MCM)</a>, <strong>Meritorious Winner</strong>, 2015</li>
<li>Schlumberger Scholarship, 2015</li>
</ul>
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