4. The method of claim 1 wherein the step of capitalizing the target text further comprises: assigning the computed configuration probability to each respective one or more capitalization configurations, wherein the configuration probability is computed for the one or more capitalization configurations.
4. The method of claim 1 wherein the step of capitalizing the target text further comprises: assigning the computed configuration probability to each respective one or more capitalization configurations, wherein the configuration probability is computed for the one or more capitalization configurations. 10. The method of claim 4 wherein the at least one capitalization model feature function includes a punctuation model feature function.