Stack-propagation: Improved representation learning for syntax

54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers

Volumn 3, Issue , 2016, Pages 1557-1566

  Zhang, Yuan ^a   Weiss, David ^b  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b GOOGLE INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; GRAPHIC METHODS;

DEPENDENCY PARSING; GRAPH-BASED; HIDDEN LAYERS; PART OF SPEECH; REGULARIZER; SIMPLE METHOD; STATE OF THE ART; TEST TIME;

SYNTACTICS;

EID: 85011805132     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.18653/v1/p16-1147     Document Type: Conference Paper

References (25)

1. Chris Alberti, David Weiss, Greg Coppola, and Slav Petrov. 2015. Improved transition-based parsing and tagging with neural networks. In Proceedings of EM NLP 2015.
2. Miguel Ballesteros, Chris Dyer, and Noah A. Smith. 2015. Improved transition-based parsing by modeling characters instead of words with lstms. Proceddings of EMNLP.
3. Bernd Bohnet and Joakim Nivre. 2012. A transitionbased system for joint part-of-speech tagging and labeled non-projective dependency parsing. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 1455-1465. Association for Computational Linguistics.
4. Léon Bottou. 2010. Large-scale machine learning with stochastic gradient descent. In Proceedings of COMPSTAT'2010, pages 177-186. Springer.
5. Danqi Chen and Christopher D Manning. 2014. A fast and accurate dependency parser using neural networks. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), volume 1, pages 740-750.
6. Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel P. Kuksa. 2011. Natural language processing (almost) from scratch. J MLR.
7. Marie-Catherine De Marneffe, Bill MacCartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In Proceedings of Fifth International Conference on Language Resources and Evaluation, pages 449-454.
8. Greg Durrett and Dan Klein. 2015. Neural erf parsing. In Proceedings of the Association for Computational Linguistics. Association for Computational Linguistics.
9. Chris Dyer, Miguel Ballesteros, Wang Ling, Austin Matthews, and Noah A Smith. 2015. Transitionbased dependency parsing with stack long shortterm memory. ACL.
10. Nicholas FitzGerald, Oscar Tckstrm, Kuzman Ganchev, and Dipanjan Das. 2015. Semantic role labeling with neural network factors. In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP'15).
11. Jun. Hatori, Takuya Matsuzaki, Yusuke Miyao, and Jun'ichi Tsujii. 2011. Incremental joint pos tagging and dependency parsing in Chinese. In IJC-NLP, pages 1216-1224. Citeseer.
12. Geoffrey E Hinton. 2012. A practical guide to training restricted boltzmann machines. In Neural Networks: Tricks of the Trade, pages 599-619. Springer.
13. Terry Koo, Xavier Carreras Pérez, and Michael Collins. 2008. Simple semi-supervised dependency parsing. In 46th Annual Meeting of the Association for Computational Linguistics, pages 595-603.
14. Tao Lei, Yu Xin, Yuan Zhang, Regina Barzilay, and Tommi Jaakkola. 2014. Low-rank tensors for scoring dependency structures. In Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, volume 1, pages 1381-1391.
15. Zhenghua Li, Min Zhang, Wanxiang Che, Ting Liu, Wenliang Chen, and Haizhou Li. 2011. Joint models for Chinese pos tagging and dependency parsing. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, pages 1180-1191. Association for Computational Linguistics.
16. Zhenghua Li, Min Zhang, Wanxiang Che, Ting Liu, and Wenliang Chen. 2014. Joint optimization for Chinese POS tagging and dependency parsing. IEEE/ACM Transactions on Audio, Speech & Language Processing, pages 274-286.
17. Mitchell P. Marcus, Beatrice Santorini, and Mary Ann Marcinkiewicz. 1993. Building a large annotated corpus of English: The Penn Treebank. Computational Linguistics, 19(2):313-330.
18. Joakim Nivre. 2004. Incrementality in deterministic dependency parsing. In Proceedings of the Workshop on Incremental Parsing: Bringing Engineering and Cognition Together, IncrementParsing'04, pages 50-57, Stroudsburg, PA, USA. Association for Computational Linguistics.
19. Joakim Nivre. 2009. Non-projective dependency parsing in expected linear time. In Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP, pages 351-359.
20. Slav Petrov, Dipanjan Das, and Ryan McDonald. 2011. A universal part-of-speech tagset. arXiv preprint arXiv:1104.2086.
21. Xian Qian and Yang Liu. 2012. Joint Chinese word segmentation, pos tagging and parsing. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 501-511. Association for Computational Linguistics.
22. Zhiguo Wang and Nianwen Xue. 2014. Joint pos tagging and transition-based constituent parsing in Chinese with non-local features. In Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, pages 733-742.
23. David Weiss, Chris Alberti, Michael Collins, and Slav Petrov. 2015. Structured training for neural network transition-based parsing. In Proceedings of ACL 2015, pages 323-333.
24. David H Wolpert. 1992. Stacked generalization. Neural networks.
25. Yuan Zhang, Chengtao Li, Regina Barzilay, and KareemDarwish. 2015. Randomized greedy inference for joint segmentation, POS tagging and dependency parsing. In Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics, pages 42-52.