Before revision:  We show improved performance in extracting UMLS concepts from open datasets (F1 0.467-0.791 vs 0.384-0.691 ).
After revision:  We show improved performance in extracting UMLS concepts from open datasets (F1 :0.448-0.738 vs 0.429-0.650 ).