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Projection-based Coreference Resolution Using Deep Syntax

Publication at Faculty of Mathematics and Physics |
2017

Abstract

The paper describes the system for coreference resolution in German and Russian, trained exclusively on coreference relations projected through a parallel corpus from English. The resolver operates on the level of deep syntax and makes use of multiple specialized models.

It achieves 32 and 22 points in terms of CoNLL score for Russian and German, respectively. Analysis of the evaluation results show that the resolver for Russian is able to preserve 66\% of the English resolver's quality in terms of CoNLL score.

The system was submitted to the Closed track of the CORBON 2017 Shared task.