A document in a first language and an additional document in a second language may be reviewed. It may be determined if the additional document is sufficiently similar to the document. If the additional document is determined sufficiently similar to the document, a named entity in the document may be selected. The method may search for a similar named entity by comparing the named entity to a word in the additional document and determining if the named entity and word are sufficiently similar. If a similar word to the named entity is located, the named entity and the similar named entities may be stored as name entity transliterations.