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A prototype for Interactive Speech Transcription Balancing Error and Supervision Effort. Proceedings of the 2012 ACM international conference on Intelligent User Interfaces, 2012. pp. 325-326. AA system to transcribe speech data is presented following an interactive paradigm in which both, the system produces au- tomatically speech transcriptions and the user is assisted by the system to amend output errors as efficiently as possible. Partially supervised transcriptions with a tolerance error fixed by the user are used to incrementally adapt the underlying system models. The prototype uses a simple yet effective method to find an optimal balance between recognition error and supervision effort.