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Using entity-based features to model coherence in student essays

by: Jill Burstein, Joel Tetreault, Slava Andreyev
In Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics (2010), pp. 681-684  Key: citeulike:11746157

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Abstract

We show how the Barzilay and Lapata entity-based coherence algorithm (2008) can be applied to a new, noisy data domain --- student essays. We demonstrate that by combining Barzilay and Lapata's entity-based features with novel features related to grammar errors and word usage, one can greatly improve the performance of automated coherence prediction for student essays for different populations.


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