Fine-grained entity type classification by jointly learning representations and label embeddings

15th Conference of the European Chapter of the Association for Computational Linguistics, EACL 2017 - Proceedings of Conference

Volumn 2, Issue , 2017, Pages 797-807

  Abhishek, ^a   Anand, Ashish ^a   Awekar, Amit ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY GUWAHATI   (India)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL LINGUISTICS;

CONTEXT REPRESENTATION; FINE GRAINED; LOCAL CONTEXTS; LOSS FUNCTIONS; NEURAL NETWORK MODEL; NON-PARAMETRIC; STATE-OF-THE-ART METHODS; TRAINING DATA;

ARTS COMPUTING;

EID: 85021662006     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.18653/v1/e17-1075     Document Type: Conference Paper

References (34)

1. Sören Auer, Christian Bizer, Georgi Kobilarov, Jens Lehmann, Richard Cyganiak, and Zachary Ives. 2007. Dbpedia: A nucleus for a web of open data. In Proceedings of the 6th International The Semantic Web and 2nd Asian Conference on Asian Semantic Web Conference, ISWC'07/ASWC'07, pages 722-735, Berlin, Heidelberg. Springer-Verlag.
2. Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, and Jamie Taylor. 2008. Freebase: A collaboratively created graph database for structuring human knowledge. In Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, SIGMOD '08, pages 1247-1250, New York, NY, USA. ACM.
3. Michael Collins and Yoram Singer. 1999. Unsupervised models for named entity classification. In In Proceedings of the Joint SIGDAT Conference on Empirical Methods in Natural Language Processing and Very Large Corpora, pages 100-110.
4. Mark Craven and Johan Kumlien. 1999. Constructing biological knowledge bases by extracting information from text sources. In Proceedings of the Seventh International Conference on Intelligent Systems for Molecular Biology, pages 77-86. AAAI Press.
5. Joachim Daiber, Max Jakob, Chris Hokamp, and Pablo N. Mendes. 2013. Improving efficiency and accuracy in multilingual entity extraction. In Proceedings of the 9th International Conference on Semantic Systems, I-SEMANTICS '13, pages 121- 124, New York, NY, USA. ACM.
6. Xin Dong, Evgeniy Gabrilovich, Geremy Heitz, Wilko Horn, Ni Lao, Kevin Murphy, Thomas Strohmann, Shaohua Sun, and Wei Zhang. 2014. Knowledge vault: A web-scale approach to probabilistic knowledge fusion. In Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '14, pages 601- 610, New York, NY, USA. ACM.
7. Li Dong, Furu Wei, Hong Sun, Ming Zhou, and Ke Xu. 2015. A hybrid neural model for type classification of entity mentions. In Proceedings of the 24th International Conference on Artificial Intelligence, IJCAI' 15, pages 1243-1249. AAAI Press.
8. Dan Gillick, Nevena Lazic, Kuzman Ganchev, Jesse Kirchner, and David Huynh. 2014. Contextdependent fine-grained entity type tagging. arXiv preprint arXiv:1412.1820.
9. Alex Graves, Abdel-rahman Mohamed, and Geoffrey Hinton. 2013. Speech recognition with deep recurrent neural networks. In 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, pages 6645-6649. IEEE.
10. Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long short-term memory. Neural computation, 9(8):1735-1780, November.
11. Diederik Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980.
12. Mitchell Koch, John Gilmer, Stephen Soderland, and Daniel S. Weld. 2014. Type-aware distantly supervised relation extraction with linked arguments. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1891-1901, Doha, Qatar, October. Association for Computational Linguistics.
13. Philipp Koehn, Hieu Hoang, Alexandra Birch, Chris Callison-Burch, Marcello Federico, Nicola Bertoldi, Brooke Cowan, Wade Shen, Christine Moran, Richard Zens, Chris Dyer, Ondrej Bojar, Alexandra Constantin, and Evan Herbst. 2007. Moses: Open source toolkit for statistical machine translation. In Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics Companion Volume Proceedings of the Demo and Poster Sessions, pages 177-180, Prague, Czech Republic, June. Association for Computational Linguistics.
14. Xin Li and Dan Roth. 2002. Learning question classifiers. In Proceedings of the 19th International Conference on Computational Linguistics - Volume 1, COLING '02, pages 1-7, Stroudsburg, PA, USA. Association for Computational Linguistics.
15. Thomas Lin, Mausam, and Oren Etzioni. 2012. No noun phrase left behind: Detecting and typing unlinkable entities. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 893-903, Jeju Island, Korea, July. Association for Computational Linguistics.
16. Xiao Ling and Daniel S. Weld. 2012. Fine-grained entity recognition. In Proceedings of the Twenty- Sixth AAAI Conference on Artificial Intelligence, AAAI'12, pages 94-100. AAAI Press.
17. Christopher Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven Bethard, and David McClosky. 2014. The stanford corenlp natural language processing toolkit. In Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations, pages 55-60, Baltimore, Maryland, June. Association for Computational Linguistics.
18. Mike Mintz, Steven Bills, Rion Snow, and Daniel Jurafsky. 2009. Distant supervision for relation extraction without labeled data. 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 1003-1011, Suntec, Singapore, August. Association for Computational Linguistics.
19. T. Mitchell, W. Cohen, E. Hruschka, P. Talukdar, J. Betteridge, A. Carlson, B. Dalvi, M. Gardner, B. Kisiel, J. Krishnamurthy, N. Lao, K. Mazaitis, T. Mohamed, N. Nakashole, E. Platanios, A. Ritter, M. Samadi, B. Settles, R. Wang, D. Wijaya, A. Gupta, X. Chen, A. Saparov, M. Greaves, and J. Welling. 2015. Never-ending learning. In Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, AAAI'15, pages 2302-2310. AAAI Press.
20. Lili Mou, Ran Jia, Yan Xu, Ge Li, Lu Zhang, and Zhi Jin. 2016. Distilling word embeddings: An encoding approach. In Proceedings of the 25th ACM International on Conference on Information and Knowledge Management, CIKM '16, pages 1977-1980, New York, NY, USA. ACM.
21. Jeffrey Pennington, Richard Socher, and Christopher Manning. 2014. Glove: Global vectors for word representation. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1532-1543, Doha, Qatar, October. Association for Computational Linguistics.
22. Lorien Y. Pratt. 1993. Discriminability-based transfer between neural networks. In Advances in Neural Information Processing Systems 5, pages 204-211, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
23. Lev Ratinov and Dan Roth. 2009. Design challenges and misconceptions in named entity recognition. In Proceedings of the Thirteenth Conference on Computational Natural Language Learning (CoNLL-2009), pages 147-155, Boulder, Colorado, June. Association for Computational Linguistics.
24. Xiang Ren, Wenqi He, Meng Qu, Lifu Huang, Heng Ji, and Jiawei Han. 2016. Afet: Automatic finegrained entity typing by hierarchical partial-label embedding. In Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, pages 1369-1378, Austin, Texas, November. Association for Computational Linguistics.
25. Lei Shi, Rada Mihalcea, and Mingjun Tian. 2010. Cross language text classification by model translation and semi-supervised learning. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 1057-1067, Cambridge, MA, October. Association for Computational Linguistics.
26. Sonse Shimaoka, Pontus Stenetorp, Kentaro Inui, and Sebastian Riedel. 2016. An attentive neural architecture for fine-grained entity type classification. In Proceedings of the 5th Workshop on Automated Knowledge Base Construction, pages 69-74, San Diego, CA, June. Association for Computational Linguistics.
27. Fabian M. Suchanek, Gjergji Kasneci, and Gerhard Weikum. 2007. Yago: A core of semantic knowledge. In Proceedings of the 16th International Conference on World Wide Web, WWW'07, pages 697- 706, New York, NY, USA. ACM.
28. Oscar Täckström, Ryan McDonald, and Jakob Uszkoreit. 2012. Cross-lingual word clusters for direct transfer of linguistic structure. In Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pages 477- 487, Montŕeal, Canada, June. Association for Computational Linguistics.
29. Erik F. Tjong Kim Sang and Fien De Meulder. 2003. Introduction to the conll-2003 shared task: Language-independent named entity recognition. In Walter Daelemans and Miles Osborne, editors, Proceedings of the Seventh Conference on Natural Language Learning at HLT-NAACL 2003, pages 142- 147.
30. Dong Wang and Thomas Fang Zheng. 2015. Transfer learning for speech and language processing. In 2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA), pages 1225-1237. IEEE.
31. Ralph Weischedel and Ada Brunstein. 2005. BBN Pronoun Coreference and Entity Type Corpus LDC2005T33. Linguistic Data Consortium, Philadelphia, 112.
32. Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, et al. 2013. Ontonotes release 5.0 ldc2013t19. Linguistic Data Consortium, Philadelphia, PA.
33. Dani Yogatama, Daniel Gillick, and Nevena Lazic. 2015. Embedding methods for fine grained entity type classification. In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers), pages 291-296, Beijing, China, July. Association for Computational Linguistics.
34. Mohamed Amir Yosef, Sandro Bauer, Johannes Hoffart, Marc Spaniol, and Gerhard Weikum. 2012. HYENA: Hierarchical type classification for entity names. In Proceedings of COLING 2012: Posters, pages 1361-1370, Mumbai, India, December. The COLING 2012 Organizing Committee.