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<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<title>Xu SUN</title>
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<body>
<h2><a href="index.htm">Xu SUN</a></h2>
<h2>Complete list of publications</a></h2>
<h2><a href="publication.htm">Selected publications</a></h2>
(* means the corresponding author)
<br>
<h3>2018</h3>
<ul>
<li>Jingjing Xu, <b>Xu Sun*</b>,Qi Zeng, Xiaodong Zhang, Xuancheng Ren, Houfeng Wang, Wenjie Li.<br>
Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018a" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.05181.pdf">pdf</a>][<a href = "https://github.com/lancopku/unpaired-sentiment-translation">code</a>]
</ul>
<ul>
<li>Wei Wu, <b>Xu Sun</b>, Houfeng Wang.<br>
Question Condensing Networks for Answer Selection in Community Question Answering. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018f" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "./publication/ACL18.pdf">pdf</a>]
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>, Junyang Lin, Houfeng Wang.<br>
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018b" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.04869.pdf">pdf</a>][<a href = "https://github.com/lancopku/superAE">code</a>]
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>, Yizhong Wang, Junyang Lin.<br>
Bag-of-Words as Target for Neural Machine Translation. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018c" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.04871.pdf">pdf</a>][<a href = "https://github.com/lancopku/bag-of-words">code</a>]
</ul>
<ul>
<li>Pengcheng Yang, <b>Xu Sun*</b>, Wei Li, Shuming Ma.<br>
Automatic Academic Paper Rating Based on Modularized Hierarchical Convolution Neural Network. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018d" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.03977.pdf">pdf</a>][<a href = "https://github.com/lancopku/AAPR">code</a>]
</ul>
<ul>
<li>Junyang Lin, <b>Xu Sun*</b>, Shuming Ma, Qi Su.<br>
Global Encoding for Abstractive Summarization. <br>
<b>ACL</b> 2018<br>
<div id="ACL_2018e" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.03989.pdf">pdf</a>][<a href = "https://github.com/lancopku/Global-Encoding">code</a>]
</ul>
<ul>
<li>Pengcheng Yang, <b>Xu Sun*</b>, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang<br>
SGM: Sequence Generation Model for Multi-label Classification <br>
<b>COLING</b> 2018 (<font color="red">Best Paper Award</font> [<a href = "https://coling2018.org/coling-2018-best-papers/">link</a>])<br>
<div id="COLING_2018b" style="display:none">
<blockquote>
</blockquote>
</div>
</ul>
<ul>
<li>Yi Zhang, <b>Xu Sun*</b>, Shuming Ma, Yang Yang, Xuancheng Ren<br>
Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data? <br>
<b>COLING</b> 2018<br>
<div id="COLING_2018a" style="display:none">
<blockquote>
</blockquote>
</div>
</ul>
<ul>
<li>Junyang Lin, <b>Xu Sun*</b>, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su<br>
Deconvolution-Based Global Decoding for Neural Machine Translation <br>
<b>COLING</b> 2018<br>
<div id="COLING_2018c" style="display:none">
<blockquote>
</blockquote>
</div>
</ul>
<ul>
<li>Hao Wang, Xiaodong Zhang, Shuming Ma, <b>Xu Sun</b>, Houfeng Wang<br>
An End-to-End Question Answering Model Based on Semi-Structured Tables <br>
<b>COLING</b> 2018<br>
<div id="COLING_2018d" style="display:none">
<blockquote>
</blockquote>
</div>
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>, Junyang Lin, Xuancheng Ren.<br>
A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification. <br>
<b>IJCAI</b> 2018<br>
<div id="IJCAI_2018a" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1805.01089.pdf">pdf</a>]
</ul>
<ul>
<li>Xiaodong Zhang, <b>Xu Sun*</b>, Houfeng Wang. <br>
Duplicate Question Identification by Integrating FrameNet with Neural Networks. <br>
<b>AAAI</b> 2018<br>
<div id="AAAI_2018a" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "./publication/10_AAAI18.pdf">pdf</a>]
</ul>
<ul>
<li>Chengyao Chen, Zhitao Wang, Wenjie Li, <b>Xu Sun</b>.<br>
Modeling Scientific Influence for Research Trending Topic Prediction.<br>
<b>AAAI</b> 2018<br>
<div id="AAAI_2018b" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href = "./publication/AAAI18b.pdf">pdf</a>]
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren. <br>
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation.<br>
<b>NAACL</b> 2018 <br>
<div id="naacl_2018a" style="display:none">
<blockquote>
@article{DBLP:journals/corr/abs-1803-01465,<br>
author = {Shuming Ma and<br>
Xu Sun and<br>
Wei Li and<br>
Sujian Li and<br>
Wenjie Li and<br>
Xuancheng Ren},<br>
title = {Query and Output: Generating Words by Querying Distributed Word Representations
for Paraphrase Generation},<br>
journal = {CoRR},<br>
volume = {abs/1803.01465},<br>
year = {2018},<br>
url = {http://arxiv.org/abs/1803.01465},<br>
archivePrefix = {arXiv},<br>
eprint = {1803.01465},<br>
timestamp = {Tue, 10 Apr 2018 20:50:05 +0200},<br>
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1803-01465},<br>
bibsource = {dblp computer science bibliography, https://dblp.org}
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1803.01465.pdf">pdf</a>]
[<a href = "https://github.com/lancopku/WEAN">code</a>][<a href="javascript:copy(naacl_2018a_2, naacl_2018a)">bibtex</a>]
<div id="naacl_2018a_2"></div>
</li></ul>
<ul>
<li>Ji Wen, <b>Xu Sun*</b>, Xuancheng Ren, Qi Su.<br>
Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text. <br>
<b>NAACL </b> 2018 (Short Paper) <br>
<div id="naacl_2018b" style="display:none">
<blockquote>
@article{DBLP:journals/corr/abs-1803-05662,<br>
author = {Ji Wen and<br>
Xu Sun and<br>
Xuancheng Ren and<br>
Qi Su},<br>
title = {Structure Regularized Neural Network for Entity Relation Classification
for Chinese Literature Text},<br>
journal = {CoRR},<br>
volume = {abs/1803.05662},<br>
year = {2018},<br>
url = {http://arxiv.org/abs/1803.05662},<br>
archivePrefix = {arXiv},<br>
eprint = {1803.05662},<br>
timestamp = {Wed, 11 Apr 2018 11:12:46 +0200},<br>
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1803-05662},<br>
bibsource = {dblp computer science bibliography, https://dblp.org}
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1803.05662.pdf">pdf</a>]
[<a href = "https://github.com/lancopku/Chinese-Literature-NER-RE-Dataset">data</a>][<a href="javascript:copy(naacl_2018b_2, naacl_2018b)">bibtex</a>]
<div id="naacl_2018b_2"></div> </li>
</ul>
<ul>
<li>Yi Zhang, <b>Xu Sun*</b>.<br>
A Chinese Dataset with Negative Full Forms for General Abbreviation Prediction<br>
<b>LREC</b> 2018<br>
<div id="lrec_2018a" style="display:none">
<blockquote>
@article{DBLP:journals/corr/abs-1712-06289,<br>
author = {Yi Zhang and<br>
Xu Sun},<br>
title = {A Chinese Dataset with Negative Full Forms for General Abbreviation
Prediction},<br>
journal = {CoRR},<br>
volume = {abs/1712.06289},<br>
year = {2017},<br>
url = {http://arxiv.org/abs/1712.06289},<br>
archivePrefix = {arXiv},<br>
eprint = {1712.06289},<br>
timestamp = {Thu, 04 Jan 2018 12:38:35 +0100},<br>
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1712-06289},<br>
bibsource = {dblp computer science bibliography, https://dblp.org}
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1712.06289.pdf">pdf</a>]
[<a href = "https://github.com/lancopku/Chinese-abbreviation-dataset">data</a>][<a href="javascript:copy(lrec_2018a_2, lrec_2018a)">bibtex</a>]
<div id="lrec_2018a_2"></div>
</li></ul>
<ul>
<li>Xuancheng Ren, <b>Xu Sun*</b>, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang.<br>
Building an Ellipsis-aware Chinese Dependency Treebank for Web Text <br>
<b>LREC</b> 2018<br>
<div id="lrec_2018b" style="display:none">
<blockquote>
@article{DBLP:journals/corr/abs-1801-06613,<br>
author = {Xuancheng Ren and<br>
Xu Sun and<br>
Ji Wen and<br>
Bingzhen Wei and<br>
Weidong Zhan and<br>
Zhiyuan Zhang},<br>
title = {Building an Ellipsis-aware Chinese Dependency Treebank for Web Text},<br>
journal = {CoRR},<br>
volume = {abs/1801.06613},<br>
year = {2018},<br>
url = {http://arxiv.org/abs/1801.06613},<br>
archivePrefix = {arXiv},<br>
eprint = {1801.06613},<br>
timestamp = {Fri, 02 Feb 2018 14:20:25 +0100},<br>
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1801-06613},<br>
bibsource = {dblp computer science bibliography, https://dblp.org}
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1801.06613.pdf">pdf</a>]
[<a href = "https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis">data</a>][<a href="javascript:copy(lrec_2018b_2, lrec_2018b)">bibtex</a>]
<div id="lrec_2018b_2"></div> </li>
</ul>
<ul>
<li>
词法分析：切词、词性标注、和命名实体识别<br>
书籍章节（特邀），《自然语言处理研究前沿》，类脑计算与类脑智能研究前沿系列丛书（第7部）<br>
上海交通大学出版社，2018 (to appear) <br>
</ul>
<h3>2017</h3>
<ul>
<li> <b>Xu Sun</b>, Xuancheng Ren, Shuming Ma, Houfeng Wang.<br>
meProp: Sparsified Back Propagation for Accelerated Deep Learning
with Reduced Overfitting. <br>
<b>ICML</b> 2017 <br>
<div id="ICML_2017" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/icml/SunRMW17,<br>
author = {Xu Sun and
Xuancheng Ren and
Shuming Ma and
Houfeng Wang},<br>
title = {meProp: Sparsified Back Propagation for Accelerated Deep Learning<br>
with Reduced Overfitting},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,<br>
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},<br>
pages = {3299--3308},<br>
year = {2017},<br>
crossref = {DBLP:conf/icml/2017},<br>
url = {http://proceedings.mlr.press/v70/sun17c.html},<br>
timestamp = {Wed, 16 Aug 2017 11:08:55 +0200},<br>
biburl = {http://dblp2.uni-trier.de/rec/bib/conf/icml/SunRMW17},<br>
bibsource = {dblp computer science bibliography, <br>http://dblp.org}<br>
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1706.06197.pdf">pdf</a>]
[<a href = "https://github.com/jklj077/meProp">code</a>][<a href="javascript:copy(ICML_2017a, ICML_2017)">bibtex</a>]
<div id="ICML_2017a"></div>
</li></ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su.<br>
Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization.<br>
<b>ACL</b> 2017<br>
<div id="ACL_2017" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/acl/MaSXWLS17,<br>
author = {Shuming Ma and
Xu Sun and
Jingjing Xu and
Houfeng Wang and
Wenjie Li and
Qi Su},<br>
title = {Improving Semantic Relevance for Sequence-to-Sequence Learning of
Chinese Social Media Text Summarization},<br>
booktitle = {Proceedings of the 55th Annual Meeting of the Association for Computational<br>
Linguistics, {ACL} 2017, Vancouver, Canada, July 30 - August 4, Volume<br>
2: Short Papers},<br>
pages = {635--640},<br>
year = {2017},<br>
crossref = {DBLP:conf/acl/2017-2},<br>
url = {https://doi.org/10.18653/v1/P17-2100},<br>
doi = {10.18653/v1/P17-2100},<br>
timestamp = {Fri, 04 Aug 2017 16:38:24 +0200},<br>
biburl = {http://dblp.org/rec/bib/conf/acl/MaSXWLS17},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1706.02459.pdf">pdf</a>][<a href = "https://github.com/shumingma/SRB">code</a>][<a href="javascript:copy(ACL_2017a,ACL_2017)">bibtex</a>]
<div id="ACL_2017a"></div></li>
</ul>
<ul>
<li>Hangfeng He, <b>Xu Sun*</b>.<br>
A Unified Model for Cross-Domain and Semi-Supervised Named Entity Recognition in Chinese Social Media. <br>
<b>AAAI</b> 2017: 3216-3222.<br>
<div id="AAAI2017" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/aaai/HeS17,<br>
author = {Hangfeng He and
Xu Sun},<br>
title = {A Unified Model for Cross-Domain and Semi-Supervised Named Entity<br>
Recognition in Chinese Social Media},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA.}},<br>
pages = {3216--3222},<br>
year = {2017},<br>
crossref = {DBLP:conf/aaai/2017},<br>
url = {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14484},<br>
timestamp = {Mon, 06 Mar 2017 11:36:24 +0100},<br>
biburl = {http://dblp2.uni-trier.de/rec/bib/conf/aaai/HeS17},<br>
bibsource = {dblp computer science bibliography,<br> http://dblp.org}
}
</blockquote>
</div>
[<a href = "http://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/download/14484/14201">pdf</a>][<a href = "publication/WeiboNER_revised.rar">data</a>][<a href="javascript:copy(AAAI_2017a,AAAI2017)">bibtex</a>]
<div id="AAAI_2017a"></div>
</li>
</ul>
<ul>
<li>Hangfeng He, <b>Xu Sun*</b>.<br>
F-Score Driven Max Margin Neural Network for Named Entity Recognition in Chinese Social Media. <br>
<b>EACL</b> 2017<br>
<div id="EACL_2017" style="display:none">
<blockquote>
@article{DBLP:journals/corr/HeS16,<br>
author = {Hangfeng He and
Xu Sun},<br>
title = {F-Score Driven Max Margin Neural Network for Named Entity Recognition
in Chinese Social Media},<br>
journal = {CoRR},<br>
volume = {abs/1611.04234},<br>
year = {2016},<br>
url = {http://arxiv.org/abs/1611.04234},<br>
timestamp = {Thu, 01 Dec 2016 19:32:08 +0100},<br>
biburl = {http://dblp2.uni-trier.de/rec/bib/journals/corr/HeS16},<br>
bibsource = {dblp computer science bibliography,<br> http://dblp.org}
}
</blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1611.04234.pdf">pdf</a>][<a href = "publication/WeiboNER_revised.rar">data</a>][<a href="javascript:copy(EACL_2017a,EACL_2017)">bibtex</a>]
<div id="EACL_2017a"></div>
</div>
</ul>
<ul>
<li>Shen Huang, <b>Xu Sun</b>, Houfeng Wang.<br>
Addressing Domain Adaptation for Chinese Word Segmentation with
Global Recurrent Structure. <br>
<b>IJCNLP</b> 2017<br>
<div id="IJC_2017a" style="display:none">
<blockquote>
</div>
[<a href = "http://www.aclweb.org/anthology/I17-1019">pdf</a>]
</blockquote>
</div>
</ul>
<ul>
<li>Yizhong Wang, Sujian Li, Jingfeng Yang, <b>Xu Sun</b>, Houfeng Wang.<br>
Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse
Relation Classification. <br>
<b>IJCNLP</b> 2017<br>
<div id="IJC_2017b" style="display:none">
<blockquote>
</div>
[<a href = "http://aclweb.org/anthology/I17-1050">pdf</a>]
</blockquote>
</div>
</ul>
<ul>
<li>Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang, <b>Xu Sun</b>.<br>
Cascading Multiway Attentions for Document-level Sentiment Classification.<br>
<b>IJCNLP</b> 2017<br>
<div id="IJC_2017C" style="display:none">
<blockquote>
</div>
[<a href = "http://aclweb.org/anthology/I17-1064">pdf</a>]
</blockquote>
</div>
</ul>
<ul>
<li>Jingjing Xu, Shuming Ma, Yi Zhang, Bingzhen Wei, Xiaoyan Cai, and <b>Xu Sun*</b>.<br>
Transfer Deep Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. <br>
<b>NLPCC</b> 2017<br>
<div id="NLP_2017" style="display:none">
<blockquote>
</div>
[<a href = "https://arxiv.org/pdf/1702.04488.pdf">pdf</a>]
</blockquote>
</div>
</ul>
<ul>
<li><b>Xu Sun</b>, Shuming Ma.<br>
Lock-Free Parallel Perceptron for Graph-based Dependency Parsing.<br>
arXiv 2017: 1703.00782.<br>
<div id="arxiv_2017a" style="display:none">
<blockquote>
@article{DBLP:journals/corr/SunM17,<br>
author = {Xu Sun and
Shuming Ma},<br>
title = {Lock-Free Parallel Perceptron for Graph-based Dependency Parsing},<br>
journal = {CoRR},<br>
volume = {abs/1703.00782},<br>
year = {2017},<br>
url = {http://arxiv.org/abs/1703.00782},<br>
archivePrefix = {arXiv},<br>
eprint = {1703.00782},<br>
timestamp = {Wed, 07 Jun 2017 14:40:58 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/SunM17},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1703.00782.pdf">pdf</a>][<a href="javascript:copy(arxiv_2017a_2,arxiv_2017a)">bibtex</a>]
<div id="arxiv_2017a_2"></div>
</ul>
<ul>
<li>Jingjing Xu, <b>Xu Sun*</b>.<br>
Transfer Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. <br>
arXiv 2017: 1702.04488.<br>
<div id="arxiv_2017b" style="display:none">
<blockquote>
@article{DBLP:journals/corr/XuS17,<br>
author = {Jingjing Xu and
Xu Sun},<br>
title = {Transfer Learning for Low-Resource Chinese Word Segmentation with
a Novel Neural Network},<br>
journal = {CoRR},<br>
volume = {abs/1702.04488},<br>
year = {2017},<br>
url = {http://arxiv.org/abs/1702.04488},<br>
archivePrefix = {arXiv},<br>
eprint = {1702.04488},<br>
timestamp = {Wed, 07 Jun 2017 14:42:26 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/XuS17},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1702.04488.pdf">pdf</a>][<a href="javascript:copy(arxiv_2017b_2,arxiv_2017b)">bibtex</a>]
<div id="arxiv_2017b_2"></div>
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>.<br>
A Generic Online Parallel Learning Framework for Large Margin Models. <br>
arXiv 2017: 1703.00786.<br>
<div id="arxiv_2017c" style="display:none">
<blockquote>
@article{DBLP:journals/corr/MaS17,<br>
author = {Shuming Ma and
Xu Sun},<br>
title = {A Generic Online Parallel Learning Framework for Large Margin Models},<br>
journal = {CoRR},<br>
volume = {abs/1703.00786},<br>
year = {2017},<br>
url = {http://arxiv.org/abs/1703.00786},<br>
archivePrefix = {arXiv},<br>
eprint = {1703.00786},<br>
timestamp = {Wed, 07 Jun 2017 14:42:15 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/MaS17},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1703.00786.pdf">pdf</a>][<a href="javascript:copy(arxiv_2017c_2,arxiv_2017c)">bibtex</a>]
<div id="arxiv_2017c_2"></div>
</ul>
<ul>
<li> <b>Xu Sun</b>, Bingzhen Wei, Xuancheng Ren, Shuming Ma.<br>
Label Embedding Network: Learning Label Representation for Soft Training of Deep Networks. <br>
arXiv 2017: 1710.10393.<br>
<div id="arxiv_2017d" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1710.10393.pdf">pdf</a>]
<div id="arxiv_2017d_2"></div>
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>.<br>
A Semantic Relevance Based Neural Network for Text Summarization and Text Simplification.<br>
arXiv 2017: 1710.02318.<br>
<div id="arxiv_2017e" style="display:none">
<blockquote>
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1710.02318.pdf">pdf</a>]
<div id="arxiv_2017e_2"></div>
</ul>
<h3>2016</h3>
<ul>
<li><b>Xu Sun</b>.<br>
Asynchronous Parallel Learning for Neural Networks and Structured Models with Dense Features. <br>
<b>COLING</b> 2016: 192-202 <br>
<div id="COLING2016" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/coling/Sun16,<br>
author = {Xu Sun},<br>
title = {Asynchronous Parallel Learning for Neural Networks and Structured
Models with Dense Features},<br>
booktitle = {{COLING} 2016, 26th International Conference on Computational Linguistics,<br>
Proceedings of the Conference: Technical Papers, December 11-16, 2016,<br>
Osaka, Japan},<br>
pages = {192--202},<br>
year = {2016},<br>
crossref = {DBLP:conf/coling/2016},<br>
url = {http://aclweb.org/anthology/C/C16/C16-1019.pdf},<br>
timestamp = {Thu, 15 Dec 2016 16:57:46 +0100},<br>
biburl = {http://dblp.org/rec/bib/conf/coling/Sun16},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href = "http://www.aclweb.org/anthology/C16-1019">pdf</a>][<a href = "publication/Slide_COLING2016.pptx">slide</a>][<a href="publication/Slide_COLING2016.pdf">slide_pdf</a>][<a href="javascript:copy(COLING2016_2,COLING2016)">bibtex</a>]
<div id="COLING2016_2"></div>
</li>
</ul>
<ul>
<li> Jingjing Xu, <b>Xu Sun*</b>.<br>
Dependency-based Gated Recursive Neural Network for Chinese Word Segmentation.<br>
<b>ACL</b> 2016: 567-572 (Short paper)<br>
<div id="ACL2016a" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/acl/XuS16,<br>
author = {Jingjing Xu and
Xu Sun},<br>
title = {Dependency-based Gated Recursive Neural Network for Chinese Word Segmentation},<br>
booktitle = {Proceedings of the 54th Annual Meeting of the Association for Computational<br>
Linguistics, {ACL} 2016, August 7-12, 2016, Berlin, Germany, Volume<br>
2: Short Papers},<br>
year = {2016},<br>
crossref = {DBLP:conf/acl/2016-2},<br>
url = {http://aclweb.org/anthology/P/P16/P16-2092.pdf},<br>
timestamp = {Tue, 16 Aug 2016 10:16:33 +0200},<br>
biburl = {http://dblp.org/rec/bib/conf/acl/XuS16},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="http://aclweb.org/anthology/P16-2092">pdf</a>][<a href="javascript:copy(ACL2016a_2,ACL2016a)">bibtex</a>]
<div id="ACL2016a_2"></div>
</li>
</ul>
<ul>
<li>C. Shi, S. Liu, S. Ren, S. Feng, M. Li, M. Zhou, <b>X.Sun</b>, H. Wang. <br>
Knowledge-Based Semantic Embedding for Machine Translation.<br>
<b>ACL</b> 2016 <br>
[<a href="http://www.aclweb.org/anthology/P/P16/P16-1212.pdf">pdf</a>]
</li>
</ul>
<ul>
<li>Shuming Ma, <b>Xu Sun*</b>.<br>
A New Recurrent Neural CRF for Learning Non-linear Edge Features. <br>
arXiv 2016: 1611.04233.<br>
<div id="arxiv_2016" style="display:none">
<blockquote>
@article{DBLP:journals/corr/MaS16,<br>
author = {Shuming Ma and
Xu Sun},<br>
title = {A New Recurrent Neural {CRF} for Learning Non-linear Edge Features},<br>
journal = {CoRR},<br>
volume = {abs/1611.04233},<br>
year = {2016},<br>
url = {http://arxiv.org/abs/1611.04233},<br>
archivePrefix = {arXiv},<br>
eprint = {1611.04233},<br>
timestamp = {Wed, 07 Jun 2017 14:40:32 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/MaS16},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="https://arxiv.org/pdf/1611.04233.pdf">pdf</a>][<a href="javascript:copy(arxiv_2016_2,arxiv_2016)">bibtex</a>]
<div id="arxiv_2016_2"></div>
</ul>
<h3>2015</h3>
<ul>
<li>L. Li, B. Chang, S. Zhao, L. Sha, <b>X. Sun</b>, H. Wang.<br>
Multi-label Text Categorization with Joint Learning Predictions-as-Features Method. <br>
<b>EMNLP</b> 2015: 835-839 <br>
[<a href="http://aclweb.org/anthology/D/D15/D15-1099.pdf">pdf</a>]
</li>
</ul>
<ul>
<li>基于记忆的自然语言处理导读<br>
书籍章节（特邀）,《基于记忆的自然语言处理》，语言技术与计算语言学丛书（第11部）<br>
北京大学出版社，2015 <br>
</ul>
<ul>
<li><b>Xu Sun</b>.<br>
Towards Shockingly Easy Structured Classification: A Search-based Probabilistic Online Learning Framework.<br>
(Probabilistic Perceptron: A method with better accuracy than CRFs and almost as fast as perceptrons) <br>
arXiv:1503.08381. 22 pages. 2015 <br>
<div id="arxiv2015" style="display:none">
<blockquote>
@article{DBLP:journals/corr/Sun15,<br>
author = {Xu Sun},<br>
title = {Towards Shockingly Easy Structured Classification: {A} Search-based<br>
Probabilistic Online Learning Framework},<br>
journal = {CoRR},<br>
volume = {abs/1503.08381},<br>
year = {2015},<br>
url = {http://arxiv.org/abs/1503.08381},<br>
archivePrefix = {arXiv},<br>
eprint = {1503.08381},<br>
timestamp = {Wed, 07 Jun 2017 14:41:18 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/Sun15},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
} </blockquote>
</div>
[<a href="http://arxiv.org/pdf/1503.08381.pdf">pdf</a>][<a href="javascript:copy(arxiv2015div,arxiv2015)">bibtex</a>]
<div id="arxiv2015div"></div>
</li>
</ul>
<h3>2014</h3>
<ul>
<li><b>Xu Sun</b>.<br>
Structure Regularization for Structured Prediction.<br>
<b>NIPS</b> 2014：2402-2410 <br>
[<a href="publication/NIPS14.pdf">pdf</a>][<a href="http://arxiv.org/pdf/1411.6243v2.pdf" target="_blank">full version with proofs</a>] [<a href="software/SR.txt" target="_blank">code & notes</a>]
<div id="nips2014" style="display:none">
<blockquote>
@inproceedings{DBLP:conf/nips/Sun14,<br>
author = {Xu Sun},<br>
title = {Structure Regularization for Structured Prediction},<br>
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference<br>
on Neural Information Processing Systems 2014, December 8-13 2014,<br>
Montreal, Quebec, Canada},<br>
pages = {2402--2410},<br>
year = {2014},<br>
crossref = {DBLP:conf/nips/2014},<br>
url = {http://papers.nips.cc/paper/5563-structure-regularization-for-structured-prediction},<br>
timestamp = {Wed, 10 Dec 2014 21:34:12 +0100},<br>
biburl = {http://dblp.org/rec/bib/conf/nips/Sun14},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="javascript:copy(nips2014div,nips2014)">bibtex</a>] [<a href="publication/slide_SR.pdf" target="_blank">slide</a>]
<div id="nips2014div"></div>
</li>
</ul>
<ul>
<li><b>Xu Sun</b>, Wenjie Li, Houfeng Wang, Qin Lu. <br />
Feature-Frequency-Adaptive Online Training for Fast and Accurate Natural Language Processing.<br />
<b>Computational Linguistics</b>. 40(3): 563-586. MIT Press. 2014. <br />
[<a href="publication/CL2014.pdf">pdf</a>]<a href="software/CRFADF.zip">[code]</a>
<div id="CL2014" style="display:none">
<blockquote>
@article{SunLWL14,<br>
author = {Xu Sun and Wenjie Li and Houfeng Wang and Qin Lu},<br>
title = {Feature-Frequency-Adaptive On-line Training for Fast and Accurate Natural Language Processing},<br>
journal = {Computational Linguistics},<br>
year = {2014},<br>
volume = {40},<br>
number = {3},<br>
pages = {563--586},<br>
}
</blockquote>
</div>
[<a href="javascript:copy(CL2014_2,CL2014)">bibtex</a>]
<div id="CL2014_2"></div>
</li>
</ul>
<ul>
<li>L. Zhang, H. Wang, <b>X. Sun</b>.<br/>
Coarse-grained Candidate Generation and Fine-grained Re-ranking for Chinese Abbreviation Prediction.<br/>
<b>EMNLP</b>2014: 1881-1890<br>
[<a href="http://www.aclweb.org/anthology/D14-1202">pdf</a>]
<br/>
</li>
</ul>
<ul>
<li>L. Zhang, L. Li, H. Wang, <b>X. Sun</b>. <br/>
Predicting Chinese Abbreviations with Minimum Semantic Unit and Global Constraints.<br/>
<b>EMNLP</b>2014: 1405-1414 <br>
[<a href="http://www.anthology.aclweb.org/D/D14/D14-1147.pdf">pdf</a>]
</li>
</ul>
<ul>
<li><b>Xu Sun</b>.<br>
Structure Regularization for Structured Prediction: Theories and Experiments.<br>
arXiv:1411.6243. 2014 <br>
[<a href="http://arxiv.org/pdf/1411.6243v2.pdf">pdf</a>][<a href="software/SR.txt" target="_blank">code& notes</a>]
<div id="arxiv2014a" style="display:none">
<blockquote>
@article{DBLP:journals/corr/Sun14c,<br>
author = {Xu Sun},<br>
title = {Structure Regularization for Structured Prediction: Theories and Experiments},<br>
journal = {CoRR},<br>
volume = {abs/1411.6243},<br>
year = {2014},<br>
url = {http://arxiv.org/abs/1411.6243},<br>
archivePrefix = {arXiv},<br>
eprint = {1411.6243},<br>
timestamp = {Wed, 07 Jun 2017 14:41:20 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/Sun14c},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="javascript:copy(arxiv2014a_2,arxiv2014a)">bibtex</a>]
<div id="arxiv2014a_2"></div>
</li>
</ul>
<ul>
<li><b>Xu Sun</b>.<br>
Exact Decoding on Latent Variable Conditional Models is NP-Hard. <br>
arXiv:1406.4682. 2014<br>
<div id="arxiv2014b" style="display:none">
<blockquote>
@article{DBLP:journals/corr/Sun14a,<br>
author = {Xu Sun},<br>
title = {Exact Decoding on Latent Variable Conditional Models is NP-Hard},<br>
journal = {CoRR},<br>
volume = {abs/1406.4682},<br>
year = {2014},<br>
url = {http://arxiv.org/abs/1406.4682},<br>
archivePrefix = {arXiv},<br>
eprint = {1406.4682},<br>
timestamp = {Wed, 07 Jun 2017 14:42:50 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/corr/Sun14a},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}
</blockquote>
</div>
[<a href="http://arxiv.org/pdf/1406.4682.pdf">pdf</a>][<a href="javascript:copy(arxiv2014b_2,arxiv2014b)">bibtex</a>]
<div id="arxiv2014b_2"></div>
</li>
</ul>
<h3>2013</h3>
<ul>
<li><b> Xu Sun</b>, Hisashi Kashima, Naonori Ueda.<br>
Large-Scale Personalized Human Activity Recognition using Online Multi-Task Learning.<br />
IEEE Transactions on Knowledge and Data Engineering (<b>TKDE)</b>. 25(11): 2551-2563. IEEE. 2013 <br>
[<a href="publication/TKDE.activity.pdf">pdf</a>][<a href="software/OMT.zip">code</a>]
<div id="tkde2013a" style="display:none">
<blockquote>
@article{tkde/SunKU13,<br>
author = {Xu Sun and
Hisashi Kashima and
Naonori Ueda},<br>
title = {Large-Scale Personalized Human Activity Recognition Using Online Multitask Learning},<br>
journal = {IEEE Trans. Knowl. Data Eng.},<br>
volume = {25},<br>
number = {11},<br>
year = {2013},<br>
pages = {2551-2563},<br>
}
</blockquote>
</div>
[<a href="javascript:copy(tkde2013a_2,tkde2013a)">bibtex</a>]
<div id="tkde2013a_2"></div>
</li>
</ul>
<ul>
<li><b>Xu Sun</b>, Takuya Matsuzaki, Wenjie Li.<br>
Latent Structured Perceptrons for Large-Scale Learning with Hidden Information.<br />
IEEE Transactions on Knowledge and Data Engineering (<b>TKDE</b>). 25(9): 2063-2075. IEEE. 2013 <br>
[<a href="publication/TKDE.latent.struct.perc.pdf">pdf</a>][<a href="software/LSP.zip">code</a>]
<div id="tkde2013b" style="display:none">
<blockquote>
@article{DBLP:journals/tkde/SunML13,<br>
author = {Xu Sun and
Takuya Matsuzaki and
Wenjie Li},<br>
title = {Latent Structured Perceptrons for Large-Scale Learning with Hidden
Information},<br>
journal = {{IEEE} Trans. Knowl. Data Eng.},<br>
volume = {25},<br>
number = {9},<br>
pages = {2063--2075},<br>
year = {2013},<br>
url = {https://doi.org/10.1109/TKDE.2012.129},<br>
doi = {10.1109/TKDE.2012.129},<br>
timestamp = {Thu, 08 Jun 2017 09:04:14 +0200},<br>
biburl = {http://dblp.org/rec/bib/journals/tkde/SunML13},<br>
bibsource = {dblp computer science bibliography, http://dblp.org}<br>
}