Combining POS Tagging, Dependency Parsing and Coreferential Resolution for Bulgarian

Valentin Zhikov, Georgi Georgiev, Kiril Simov, Petya Osenova · Bulgarian Portal for Open Science · 2013

This paper proposes a combined model for POS tagging, dependency parsing and co-reference resolution for Bulgarian — a pro-drop Slavic language with rich mor-phosyntax. We formulate an extension of the MSTParser algorithm that allows the simultaneous handling of the three tasks in a way that makes it possible for each task to benefit from the information available to the others, and conduct a set of experi-ments against a treebank of the Bulgarian language. The results indicate that the pro-posed joint model achieves state-of-the-art performance for POS tagging task, and outperforms the current pipeline solution. 1

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