An attentive neural architecture for fine-grained entity type classification

Proceedings of the 5th Workshop on Automated Knowledge Base Construction, AKBC 2016 at the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2016

Volumn , Issue , 2016, Pages 69-74

  Shimaoka, Sonse ^a   Stenetorp, Pontus ^b   Inui, Kentaro ^a   Riedel, Sebastian ^b  

^a TOHOKU UNIVERSITY   (Japan)

^b UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL LINGUISTICS;

ATTENTION MECHANISMS; ENTITY-TYPES; F1 SCORES; FINE GRAINED; LEARN+; LINGUISTIC EXPRESSIONS; NEURAL ARCHITECTURES; NEURAL NETWORK MODEL; PERFORMANCE; TYPE CLASSIFICATIONS;

KNOWLEDGE BASED SYSTEMS;

EID: 85096710492     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. 2015. TensorFlow: Large-scale machine learning on heterogeneous systems.
2. Andrew Carlson, Justin Betteridge, Richard C Wang, Estevam R Hruschka Jr, and Tom M Mitchell. 2010. Coupled semi-supervised learning for information extraction. In Proceedings of the third ACM international conference on Web search and data mining, pages 101-110. ACM.
3. Luciano Del Corro, Abdalghani Abujabal, Rainer Gemulla, and Gerhard Weikum. 2015. Finet: Context-aware fine-grained named entity typing. In Conference on Empirical Methods in Natural Language Processing, pages 868-878. ACL.
4. 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, pages 1243-1249. AAAI Press.
5. Alex Graves. 2012. Supervised sequence labelling. Springer.
6. Ralph Grishman and Beth Sundheim. 1996. Message understanding conference-6: A brief history. In COLING, volume 96, pages 466-471.
7. Karl Moritz Hermann, Tomas Kocisky, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman, and Phil Blunsom. 2015. Teaching machines to read and comprehend. In Advances in Neural Information Processing Systems, pages 1684-1692.
8. Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long short-term memory. Neural computation, 9(8):1735-1780.
9. Diederik Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980.
10. Changki Lee, Yi-Gyu Hwang, Hyo-Jung Oh, Soojong Lim, Jeong Heo, Chung-Hee Lee, Hyeon-Jin Kim, Ji-Hyun Wang, and Myung-Gil Jang. 2006. Finegrained named entity recognition using conditional random fields for question answering. In Information Retrieval Technology, pages 581-587. Springer.
11. Xiao Ling and Daniel S Weld. 2012. Fine-grained entity recognition. In In Proc. of the 26th AAAI Conference on Artificial Intelligence. Citeseer.
12. Mike Mintz, Steven Bills, Rion Snow, and Dan 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: Volume 2-Volume 2, pages 1003-1011. Association for Computational Linguistics.
13. Jeffrey Pennington, Richard Socher, and Christopher D Manning. 2014. Glove: Global vectors for word representation. In EMNLP, volume 14, pages 1532-1543.
14. Tim Rocktäschel, Edward Grefenstette, Karl Moritz Hermann, Tomáš Kočiskỳ, and Phil Blunsom. 2015. Reasoning about entailment with neural attention. arXiv preprint arXiv:1509.06664.
15. Hasim Sak, Andrew W Senior, and Françoise Beaufays. 2014. Long short-term memory recurrent neural network architectures for large scale acoustic modeling. In INTERSPEECH, pages 338-342.
16. Satoshi Sekine. 2008. Extended named entity ontology with attribute information. In LREC, pages 52-57.
17. Dani Yogatama, Dan 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 of the Asian Federation of Natural Language Processing, ACL, pages 26-31.
18. Mohamed Amir Yosef, Sandro Bauer, Johannes Hoffart, Marc Spaniol, and Gerhard Weikum. 2012. Hyena: Hierarchical type classification for entity names. In 24th International Conference on Computational Linguistics, pages 1361-1370. ACL.