LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification

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Renslow, Tyler; Neumann, Günter;
(2018)
  • Subject: Computer Science - Computation and Language | Computer Science - Artificial Intelligence

We present LightRel, a lightweight and fast relation classifier. Our goal is to develop a high baseline for different relation extraction tasks. By defining only very few data-internal, word-level features and external knowledge sources in the form of word clusters and ... View more
  • References (9)

    Peter F. Brown, Peter V. DeSouza, Robert L. Mercer, Vincent J. Della Pietra, and Jenifer C. Lai. 1992. Class-Based n-gram Models of Natural Language. Computational Linquistics 18(1950):467-479.

    Koby Crammer and Yoram Singer. 2000. On the learnability and design of output codes for multiclass problems. In Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000), June 28 - July 1, 2000, Palo Alto, California. pages 35-46.

    Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, XiangRui Wang, and Chih-Jen Lin. 2008. Liblinear: A library for large linear classification. Journal of machine learning research 9(Aug):1871-1874.

    Kata Ga´bor, Davide Buscaldi, Anne-Kathrin Schumann, Behrang QasemiZadeh, Ha¨ıfa Zargayouna, and Thierry Charnois. 2018. Semeval-2018 Task 7: Semantic relation extraction and classification in scientific papers. In Proceedings of International Workshop on Semantic Evaluation (SemEval-2018). New Orleans, LA, USA.

    Iris Hendrickx, Su Nam Kim, Zornitsa Kozareva, Preslav Nakov, Diarmuid O´ Se´aghdha, Sebastian Pado´ , Marco Pennacchiotti, Lorenza Romano, and Stan Szpakowicz. 2010. Semeval-2010 task 8: Multi-way classification of semantic relations between pairs of nominals. In Proceedings of the 5th International Workshop on Semantic Evaluation, SemEval@ACL 2010, Uppsala University, Uppsala, Sweden, July 15-16, 2010. pages 33-38.

    Thomas Mu¨ ller and Hinrich Schuetze. 2015. Robust morphological tagging with word representations. In Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics, Denver, Colorado, pages 526-536. http://www.aclweb.org/anthology/N15-1055.

    Thien Huu Nguyen and Ralph Grishman. 2015. Relation extraction: Perspective from convolutional neural networks. In Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing, VS@NAACL-HLT 2015, June 5, 2015, Denver, Colorado, USA. pages 39-48.

    Robert Speer, Joshua Chin, and Catherine Havasi. 2017. Conceptnet 5.5: An open multilingual graph of general knowledge. In 31st AAAI Conference on Artificial Intelligence. San Francisco, USA, pages 4444-4451.

    Linlin Wang, Zhu Cao, Gerard de Melo, and Zhiyuan Liu. 2016. Relation classification via multi-level attention cnns. In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, August 7-12, 2016, Berlin, Germany, Volume 1: Long Papers.

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