In one embodiment of the present invention, a decoder (608) receives a dependency tree as a source language input and accesses a set of statistical models that produce outputs combined in a log linear framework. The decoder (608) also accesses a table of treelet translation pairs and returns a target dependency tree based on the source dependency tree, based on access to the table of treelet translation pairs, and based on the application of the statistical models.
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