After years of research on ontology matching, the authors review the state of the art in ontology matching and analyze recent evaluation results. The results show measurable improvement in the field, though the rate of improvement is slowing down. The authors conjecture that significant improvements require addressing important challenges, such as how to approach challenges involving semantics, structure, extensional definitions, and dynamics. Presenting these challenges could direct research toward more promising areas and help progress the field.