Homepage, Xuezhe Ma (original) (raw)

I am a final-year Ph.D student in Language Technologies Institute at Carnegie Mellon University. I am working with Prof. Eduard Hovy.

Before coming to CMU, I was a master student of Center for Brain-like Computing and Machine Intelligence (BCMI), Shanghai Jiao Tong University, Shanghai, China

I received my Bachelor degree in Computer Science from Shanghai Jiao Tong University, where I was a member of ACM Class, now part of Zhiyuan College in SJTU.

My research interests fall in several areas in Machine Learning and Natural Language Processing (NLP), particularly in Structured Prediction, Syntactic and Semantic Parsing, Machine Translation, and Language Generation with Machine Learning and Deep Learning methods.

Recently, I am strongly interested in Deep Generative Models and Representation Learning, with applications to NLP and CV tasks.

In this year (2019-2020), I am on the academic job market, looking for a faculty position.

[2019]

� Xuezhe Ma, Xiang Kong, Shanghang Zhang and Eduard Hovy

MaCow: Masked Convolutional Generative Flow
Proceddings of Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada. December 2019.
[PDF][arXiv][Bib][code]

� Xuezhe Ma*, Chunting Zhou*, Xian Li,Graham Neubig and Eduard Hovy

FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP 2019), Hong Kong, China. November 2019.
[PDF][arXiv][Bib][code]

� Chunting Zhou, Xuezhe Ma, Junjie Hu and Graham Neubig

Handling Syntactic Divergence in Low-Resource Machine Translation
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP 2019), Hong Kong, China. November 2019.
[PDF][arXiv][Bib][code]

� Xuezhe Ma, Chunting Zhou and Eduard Hovy

MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders
Proceedings of 7th International Conference on Learning Representations (ICLR 2019), New Orleans, Louisiana, USA. May 2019.
[PDF][arXiv][Bib][code]

� Zhiting Hu, Haoran Shi, Bowen Tan, Wentao Wang, Zichao Yang, Tiancheng Zhao, Junxian He, Lianhui Qin, Di Wang, Xuezhe Ma, Zhengzhong Liu, Xiaodan Liang, Wangrong Zhu, Devendra Singh Sachan, Eric P. Xing

Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) (Best Demo Paper Nomination), Florence, Italy. July 2019.
[PDF][arXiv][Bib][code]

� Zhisong Zhang, Xuezhe Ma and Eduard Hovy

An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019),� Florence, Italy. July 2019.
[PDF][Bib]

� Yu-Hsiang Lin, Chian-Yu Chen, Jean Lee, Zirui Li, Yuyan Zhang, Mengzhou Xia, Shruti Rijhwani, Junxian He, Zhisong Zhang, Xuezhe Ma,� Antonios Anastasopoulos, Patrick Littell and Graham Neubig

Choosing Transfer Languages for Cross-Lingual Learning
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019),� Florence, Italy. July 2019.
[PDF][arXiv][Bib]

� Chunting Zhou, Xuezhe Ma, Di Wang and Graham Neubig

Density Matching for Bilingual Word Embedding
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2019),� Minneapolis, USA. June 2019.
[PDF][arXiv][Bib][code]

� Wasi Uddin Ahmad*, Zhisong Zhang*, Xuezhe Ma, Eduard Hovy, Kai-Wei Chang and Nanyun Peng

On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency Parsing
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2019),� Minneapolis, USA. June 2019.
[PDF][arXiv][Bib]

�[2018]

� Xuezhe Ma, Zecong Hu, Jingzhou Liu, Nanyun Peng, Graham Neubig and Eduard Hovy

Stack-Pointer Networks for Dependency Parsing
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018) (Oral), pages 1403-1414, Melbourne, Australia. July 2018.
[PDF][arXiv][Bib][code]

� Xuezhe Ma, Pengcheng Yin, Jingzhou Liu, Graham Neubig and Eduard Hovy

Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML
Arxiv Preprint.
[PDF][arXiv][Bib]

[2017]

� Xuezhe Ma and Eduard Hovy

Neural Probabilistic Model for Non-projective MST Parsing
Proceedings of 5th International Joint Conference on Natural Language Processing (IJCNLP 2017), Taipei, Taiwan. November 2017.
[PDF][arXiv][Bib][code]

� Xuezhe Ma, Yingkai Gao, Zhiting Hu, Yaoliang Yu, Yuntian Deng and Eduard Hovy

Dropout with Expectation-Linear Regularization
Proceedings of 5th International Conference on Learning Representations (ICLR 2017), Toulon, France. April 2017.
[PDF][arXiv][Bib]

� Qizhe Xie, Xuezhe Ma, Zihang Dai and Eduard Hovy

An Interpretable Knowledge Transfer Model for Knowledge Base Completion
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017), Vancouver, Canada. August 2017.
[PDF][arXiv][Bib]

� Xuezhe Ma and Nicolas R Fauceglia, Yiu-Chang Lin and Eduard Hovy

CMU System for Entity Discovery and Linking at TAC-KBP 2017
Proceedings of Text Analytics Conference (TAC 2017).
[PDF][Bib]

�[2016]

� Xuezhe Ma and Eduard Hovy

End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL 2016), pages 1064-1074, Berlin, Germany. August 2016.
[PDF][arXiv][Bib][code]

� Zhiting Hu, Xuezhe Ma, Zhengzhong Liu, Eduard Hovy and Eric P. Xing

Harnessing Deep Neural Networks with Logic Rules
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL 2016) (Outstanding Paper Award), pages 2410-2420, Berlin, Germany. August 2016.
[PDF][arXiv][Bib][Supplement]

� Xuezhe Ma, Zhengzhong Liu and Eduard Hovy

Unsupervised Ranking Model for Entity Coreference Resolution
Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2016) (Oral), pages 1012-1018, San Diego, CA, USA. June 2016.
[PDF][arXiv][Bib][code]

� Xuezhe Ma and Nicolas R Fauceglia, Yiu-Chang Lin and Eduard Hovy

CMU System for Entity Discovery and Linking at TAC-KBP 2016
Proceedings of Text Analytics Conference (TAC 2016).
[PDF][Bib]

[2015]

� Xuezhe Ma and Eduard Hovy

Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP 2015), pages 1322-1328, Lisbon, Portugal. September 2015.
[PDF][Bib]

� Nicolas R Fauceglia, Yiu-Chang Lin, Xuezhe Ma and Eduard Hovy

CMU System for Entity Discovery and Linking at TAC-KBP 2015
Proceedings of Text Analytics Conference (TAC 2015).
[PDF][Bib]

� Nicolas R Fauceglia, Yiu-Chang Lin, Xuezhe Ma and Eduard Hovy

Word Sense Disambiguation via PropStore and OntoNotes for Event Mention Detection
Proceedings of the 3rd Workshop on Events: Definition, Detection, Coreference and Representation (NAACL 2015), pages 11-15, Denver, CO, USA. June 2015.
[PDF][Bib]

[2014]

[2013]

�[2012]

�[2010]

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