An automated symbolic recognition system and method includes a hierarchical hypothesis-and-verification technique during various stages of the handwriting recognition process, whereby a series of initial assessments are made based on the information availed upon them, and later during processing, they are validated or rejected depending on the degree in which preset milestones were satisfied and are followed by a sequence of alternative hypotheses in the event of failure of the latest hypothesis until they are satisfied.