Techniques to improve the process of correcting text transcription of a voice input are described. Words or phrases of the voice input that are not recognized with sufficient confidence are identified and displayed in a manner that distinguishes such phrases from the rest of the transcribed text. Alternatives for the low confidence terms are determined and displayed as suggestions. The user can view and select one or more of the alternative suggestions to replace the low confidence terms