1. A method for punctuating voicemail transcription text, comprising: receiving, at a device, a voicemail message from telecommunication service provider; transcribing, via the device, the voicemail into a transcription text and determining a beginning time and an ending time of each transcribed word within the voicemail; identifying Y largest pauses between transcribed words of the transcription text, where Y is a limit on the number of ellipses to be inserted; and inserting ellipses into the transcription text at the position of the Y largest pauses wherein the Y largest pauses is a number smaller than a total number of pauses of the transcription text.