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# Publication

* meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting
Xu Sun, **Xuancheng Ren**, Shuming Ma, Houfeng Wang
In ICML 2017 [[pdf]](http://proceedings.mlr.press/v70/sun17c/sun17c.pdf) [[code]](https://github.com/lancopku/meProp)
(* means fisrt authors)

* Building an Ellipsis-aware Chinese Dependency Treebank for Web Text
**Xuancheng Ren**, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang
In LREC 2018 [[pdf]](http://www.lrec-conf.org/proceedings/lrec2018/pdf/297.pdf) [[data]](https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis)
* Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions
Fenglin Liu*, **Xuancheng Ren***, Yuanxin Liu, Houfeng Wang, Xu Sun
In EMNLP 2018 (to appear)

* Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation
Jingjing Xu, **Xuancheng Ren**, Junyang Lin, Xu Sun
In EMNLP 2018 (to appear) [[code]](https://github.com/lancopku/DPGAN)

* A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation
Jingjing Xu, **Xuancheng Ren**, Qi Zeng, Yi Zhang, Xiaoyan Cai, Xu Sun
In EMNLP 2018 (to appear) [[code]](https://github.com/lancopku/Skeleton-Based-Generation-Model)

* Learning When to Concentrate or Divert Attention: Automatic Control of Attention Temperature for Neural Machine Translation
Junyang Lin, Xu Sun, **Xuancheng Ren**, Muyu Li, Qi Su
In EMNLP 2018 (short paper, to appear)

* Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach
Jingjing Xu, Xu Sun, Qi Zeng, Xiaodong Zhang, **Xuancheng Ren**, Houfeng Wang, Wenjie Li
In ACL 2018 (to appear)
In ACL 2018 [[pdf]](http://aclweb.org/anthology/P18-1090) [[code]](https://github.com/lancopku/Unpaired-Sentiment-Translation)

* Deconvolution-Based Global Decoding for Neural Machine Translation
Junyang Lin, Xu Sun, **Xuancheng Ren**, Shuming Ma, Jinsong Su, Qi Su
In COLING 2018 (to appear)
In COLING 2018 [[pdf]](http://aclweb.org/anthology/C18-1276) [[code]](https://github.com/lancopku/DeconvDec)

* Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?
Yi Zhang, Xu Sun, Shuming Ma, Yang Yang, **Xuancheng Ren**
 In COLING 2018 (to appear)

 In COLING 2018 [[pdf]](http://aclweb.org/anthology/C18-1061) [[code]](https://github.com/lancopku/Multi-Order-LSTM)

* Cross-Domain and Semi-Supervised Named Entity Recognition in Chinese Social Media: A Unified Model
Jingjing Xu, Hangfeng He, **Xuancheng Ren**, Sujian Li, Xu Sun
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP 26(11): 2142-2152, 2018) [[doi]](https://doi.org/10.1109/TASLP.2018.2856625) [[code]](https://github.com/lancopku/ChineseNER)

* A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification
Shuming Ma, Xu Sun, Junyang Lin, **Xuancheng Ren**
In IJCAI 2018 (to appear)
In IJCAI 2018 [[doi]](https://doi.org/10.24963/ijcai.2018/591) [[code]](https://github.com/lancopku/HSSC)

* Word Embedding Attention Network: Generating Words by Querying Distributed Word Representations for Paraphrase Generation
* Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation
Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, **Xuancheng Ren**
In NAACL 2018 (to appear)
In NAACL-HLT 2018 [[doi]](https://doi.org/10.18653/v1/N18-1018) [[code]](https://github.com/lancopku/WEAN)

* Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text
Ji Wen, Xu Sun, **Xuancheng Ren**, Qi Su
In NAACL 2018 (to appear, short paper)
In NAACL-HLT 2018 (short paper) [[doi]](https://doi.org/10.18653/v1/N18-2059) [[data]](http://anthology.aclweb.org/attachments/N/N18/N18-2059.Datasets.zip)

* Building an Ellipsis-aware Chinese Dependency Treebank for Web Text
**Xuancheng Ren**, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang
In LREC 2018 [[pdf]](http://www.lrec-conf.org/proceedings/lrec2018/pdf/297.pdf) [[data]](https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis)

* meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting
Xu Sun, **Xuancheng Ren**, Shuming Ma, Houfeng Wang
In ICML 2017 [[pdf]](http://proceedings.mlr.press/v70/sun17c/sun17c.pdf) [[code]](https://github.com/lancopku/meProp)


# Technical Report
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