1. A computer-implemented method of processing outputs of an automatic system for probabilistic detection of events, comprising: collecting statistics at a training system executing on a computing device, the statistics related to observed outputs of the automatic system comprising: providing at least one input sequence to the automatic system, the input sequence associated with a transcript; observing an output sequence of a text generating system executing on a computing device of the automatic system generated in response to the provided at least one input sequence; and comparing the output sequence with the transcript; and using the statistics at the training system to process automatically an original output sequence of the automatic system and produce an alternate output sequence and a confidence assessment regarding parts of at least one of the original output sequence and the alternate output sequence, the process including at least one of automatically supplementing and replacing at least part of the original output sequence with the alternate output sequence in accordance with the confidence assessment.