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Ontologies have proven to be useful to enhance NLP-based applications such as information extraction. In the biomedical domain rich ontologies are available and used for semantic annotation of texts. However, most of them have either no or only few non-English concept labels and cannot be used to annotate non-English texts. Since translations need expert review, a full translation of large ontologies is often not feasible. For semantic annotation purpose, we propose to use the corpus to bedoi:10.3115/v1/w14-6201 dblp:conf/acl-swaie/BretschneiderOZ14 fatcat:g7gvyimn5zbmxjnmwg4wjunaxm