13. The apparatus of claim 12 , wherein the most likely category for the group of isolated noun phrases is determined as the category with the highest composite score.
12. A computer-implemented method, comprising: determining, by a processor, a category for a group of isolated noun phrases in a data source, wherein the group of isolated noun phrases comprises one or more isolated noun phrases; and translating, by the processor, the group of isolated noun phrases from a source language to a target language using a category-driven isolated noun phrase translation, wherein the determination of the category and the category-driven isolated noun phrase translation are performed based on context derived from the group of isolated noun phrases, wherein the category is determined based on an automatic column categorization that identifies the most likely category of the group of isolated noun phrases that is obtained by combining results obtained for individual cells of the group of isolated noun phrases into a composite score for each category.