This paper presents an approach to the translation of compound words without the need for bilingual training text, by modeling the mapping of literal component word glosses (e.g. “iron-path”) into fluent English (e.g. “railway”) across multiple languages. Performance is improved by adding component-sequence and learnedmorphology models along with context similarity from monolingual text and opt...