Because of its promise of natural interaction, recognition is coming into its own as a mainstream technology for use with computers. Both commercial and research applications are beginning to use it extensively. However the errors made by recognizers can be quite costly, and this is increasingly becoming a focus for researchers.  We developed OOPS, a toolkit that supports resolution of input ambiguity through mediation. From the Series:CSE Colloquia - 2001