computational linguistics text classification quality estimation machine learning
The Association for Computational Linguistics (ACL)
Erwan Moreau and Carl Vogel, Quality Estimation: an experimental study using unsupervised similarity measures, Proceedings of the 7th Workshop on Statistical Machine Translation, Montreal, June 7-8, 2012, Chris Callison-Burch, Philipp Koehn, Christof Monz, Matt Post, Radu Soricut, and Lucia Specia, The Association for Computational Linguistics (ACL), 2012, 120 - 126
We present the approach we took for our participation to the WMT12 Quality Estimation Shared Task: our main goal is to achieve reasonably good results without appeal to supervised learning. We have used various similarity measures and also an external resource (Google N-grams). Details of results clarify the interest of such an approach.
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