To link or not to link? a study on end-to-end tweet entity linking

NAACL HLT 2013 - 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Main Conference

Volumn , Issue , 2013, Pages 1020-1030

  Guo, Stephen ^a   Chang, Ming Wei ^b   Kiciman, Emre ^b  

^a STANFORD UNIVERSITY   (United States)

^b MICROSOFT RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

INFORMATION RETRIEVAL; NATURAL LANGUAGE PROCESSING SYSTEMS;

'CURRENT; AMOUNT OF INFORMATION; CORE COMPONENTS; END TO END; END-TO-END TASK; ENTITY DISAMBIGUATION; MICRO-BLOG; PERFORMANCE BOTTLENECKS; SINGLE ENDS; SVM ALGORITHM;

SOCIAL NETWORKING (ONLINE);

EID: 84889074989     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. S. Asur and B. A. Huberman. 2010. Predicting the future with social media. ArXiv preprint arXiv:1003. 5699.
2. M. Chang, V. Srikumar, D. Goldwasser, and D. Roth. 2010. Structured output learning with indirect supervision. In Proceedings of the International Conference on Machine Learning (ICML).
3. R. L. Cilibrasi and P. M. B. Vitanyi. 2007. The google similarity distance. Knowledge and Data Engineering, IEEE Transactions on, 19(3):370-383.
4. S. Cucerzan. 2007. Large-scale named entity disambiguation based on Wikipedia data. In Proceedings of the 2007 Joint Conference of EMNLP-CoNLL, pages 708-716.
5. N. Dalvi, R. Kumar, and B. Pang. 2012. Object matching in tweets with spatial models. In Proceedings of the fifth ACM international conference on Web search and data mining, WSDM'12, pages 43-52, New York, NY, USA. ACM.
6. A. Davis, A. Veloso, A. S. da Silva, W. Meira, Jr., and A. H. F. Laender. 2012. Named entity disambiguation in streaming data. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL), pages 815-824, Stroudsburg, PA, USA. Association for Computational Linguistics.
7. G. Demartini, D. E. Difallah, and P. Cudŕe-Mauroux. 2012. Zencrowd: leveraging probabilistic reasoning and crowdsourcing techniques for large-scale entity linking. In The International World Wide Web Conference, pages 469-478, New York, NY, USA. ACM.
8. P. Ferragina and U. Scaiella. 2010. Tagme: on-The-fly annotation of short text fragments (by wikipedia entities). In Proceedings of the 19th ACM international conference on Information and knowledge management, CIKM '10, pages 1625-1628, New York, NY, USA. ACM.
9. X. Han and L. Sun. 2011. A generative entity-mention model for linking entities with knowledge base. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1, HLT '11, pages 945-954, Stroudsburg, PA, USA. Association for Computational Linguistics.
10. X. Han, L. Sun, and J. Zhao. 2011. Collective entity linking in web text: A graph-based method. In Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval, SIGIR '11, pages 765-774, New York, NY, USA. ACM.
11. H. Ji, R. Grishman, H. T. Dang, K. Griffitt, and J. Ellis. 2010. Overview of the tac 2010 knowledge base population track. In Proceedings of the TAC 2010 Workshop.
12. H. Ji, R. Grishman, and Dang. 2011. Overview of the tac 2011 knowledge base population track. In Proceedings of the TAC 2011 Workshop.
13. S. Kulkarni, A. Singh, G. Ramakrishnan, and S. Chakrabarti. 2009. Collective annotation of wikipedia entities in web text. In Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, Proceedings of International Conference on Knowledge Discovery and Data Mining (KDD), pages 457-466, New York, NY, USA. ACM.
14. C. Li, J. Weng, Q. He, Y. Yao, A. Datta, A. Sun, and B.-S. Lee. 2012. Twiner: named entity recognition in targeted twitter stream. In Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval, Proceedings of International Conference on Research and Development in Information Retrieval, SIGIR, pages 721-730, New York, NY, USA. ACM.
15. E. Meij, W. Weerkamp, and M. de Rijke. 2012. Adding semantics to microblog posts. In Proceedings of the fifth ACM international conference on Web search and data mining, pages 563-572, New York, NY, USA. ACM.
16. R. Mihalcea and A. Csomai. 2007. Wikify!: linking documents to encyclopedic knowledge. In Proceedings of ACM Conference on Information and Knowledge Management (CIKM), pages 233-242. ACM.
17. D. Milne and I. H. Witten. 2008. Learning to link with wikipedia. In Proceedings of ACM Conference on Information and Knowledge Management (CIKM), pages 509-518, New York, NY, USA. ACM.
18. M. J. Paul and M. Dredze. 2011. You are what you tweet: Analyzing twitter for public health. In Fifth International AAAI Conference on Weblogs and Social Media (ICWSM 2011).
19. L. Ratinov, D. Roth, D. Downey, and M. Anderson. 2011. Local and global algorithms for disambiguation to wikipedia. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL), pages 1375-1384, Stroudsburg, PA, USA. Association for Computational Linguistics.
20. A. Ritter, S. Clark, Mausam, and O. Etzioni. 2011. Named entity recognition in tweets: An experimental study. In Proceedings of the Conference on Empirical Methods for Natural Language Processing (EMNLP), pages 1524-1534, Stroudsburg, PA, USA. Association for Computational Linguistics.
21. A. Sadilek, H. Kautz, and V. Silenzio. 2012. Modeling spread of disease from social interactions. In Sixth AAAI International Conference on Weblogs and Social Media (ICWSM).
22. A. Sil, E. Cronin, P. Nie, Y. Yang, A.-M. Popescu, and A. Yates. 2012. Linking named entities to any database. In Proceedings of the Conference on Empirical Methods for Natural Language Processing (EMNLP), pages 116-127, Stroudsburg, PA, USA. Association for Computational Linguistics.
23. K. Starbird and L. Palen. 2012. (how) will the revolution be retweeted?: information diffusion and the 2011 egyptian uprising. In Proceedings of the acm 2012 conference on computer supported cooperative work, pages 7-16. ACM.
24. B. Taskar, C. Guestrin, and D. Koller. 2004. Max-margin markov networks. In The Conference on Advances in Neural Information Processing Systems (NIPS).
25. I. Tsochantaridis, T. Joachims, T. Hofmann, and Y. Altun. 2005. Large margin methods for structured and interdependent output variables. Journal of Machine Learning Research, 6:1453-1484, September.
26. A. Tumasjan, T. O. Sprenger, P. G. Sandner, and I. M. Welpe. 2010. Predicting elections with twitter: What 140 characters reveal about political sentiment. In Proceedings of the fourth international aaai conference on weblogs and social media, pages 178-185.
27. K. Wang, C. Thrasher, and B. J. P. Hsu. 2011. Web scale nlp: A case study on url word breaking. In The International World Wide Web Conference, pages 357-366. ACM.
28. C. Wang, K. Chakrabarti, T. Cheng, and S. Chaudhuri. 2012. Targeted disambiguation of ad-hoc, homogeneous sets of named entities. In The International World Wide Web Conference, pages 719-728, New York, NY, USA. ACM.