14. An article, comprising: a non-transitory computer-readable medium having stored instructions that enable a machine to: perform speech recognition on user dictated words to generate a dictation; parse the dictation using a deterministic formatting grammar module to build a concept-tagged formatting graph; extract features from the formatting graph; estimate scores for the extracted features using a discriminative statistical model, wherein the discriminative statistical model is derived from a deterministic formatting grammar module and user formatted documents; choose a path in the formatting graph as a formatting selection based on the estimated scores; and output the dictation as formatted text based on the formatting selection to provide an integrated stochastic and deterministic formatting of the dictation for disambiguation of the user dictated words.
17. The article according to claim 14 , further including stored instructions to train the discriminative statistical model from the deterministic formatting grammar module and the user formatted documents to perform disambiguation on the user dictated words.