Improved Translation with Source Syntax Labels

Hieu Hoang, Philipp Koehn · Edinburgh Research Explorer (University of Edinburgh) · 2010

We present a new translation model that include undecorated hierarchical-style phrase rules, decorated source-syntax rules, and partially decorated rules. Results show an increase in translation performance of up to 0.8% BLEU for German--English translation when trained on the news-commentary corpus, using syntactic annotation from a source language parser. We also experimented with annotation from shallow taggers and found this increased performance by 0.5% BLEU.

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