We develop several language-independent features to capture phonetic and semantic similarity measures between source and target NE pairs. We incorporate these features to solve various NE translation problems presented in different language pairs (Chinese to English, Arabic to English and Hindi to English), with varying resources (parallel and non-parallel corpora as well as the World Wide Web) and different input data streams (text and speech). 
