Evaluation of Machine Translation and its Evaluation

Joseph P. Turian, Luke Shea, I. Dan Melamed · 2006

Evaluation of MT evaluation measures is limited by inconsistent human judgment data. Nonetheless, machine translation can be evaluated using the well-known measures precision, recall, and the F-measure. The F-measure has significantly higher correlation with human judgments than recently proposed alternatives. More importantly, the standard measures have an intuitive graphical interpretation, which can facilitate insight into how MT systems might be improved. The relevant software is publicly available from http://nlp.cs.nyu.edu/GTM/

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