Multilingual Supervision of Semantic Annotation

In this paper, we investigate the annotation projection of semantic units in a practical setting. Previous approaches have focused on using parallel corpora for semantic transfer. We evaluate an alternative approach using loosely parallel corpora that does not require the corpora to be exact translations of each other. We developed a method that transfers semantic annotations from one language to another using sentences aligned by entities, and we extended it to include alignments by entity-like linguistic units. We conducted our experiments on a large scale using the English, Swedish, and French language editions of Wikipedia. Our results show that the annotationprojectionusingentitiesincombinationwithlooselyparallelcorporaprovidesaviable approach to extending previous attempts. In addition, it allows the generation of proposition banks upon which semantic parsers can be trained