User-guided arbitration of speech processing results

An automatic speech recognition (ASR) system includes at least one processor and a memory storing instructions. The instructions, when executed by the at least one processor cause the system to receive a spoken utterance and convert the spoken utterance into a plurality of recognized speech results through a plurality of automatic speech recognition modules; collect ratings for the recognized speech results by processing the recognized speech results through a plurality of conversation modules; determine that at least two of the collected ratings are equivalent and generate an arbitration recommendation indicating recognized speech results with equivalent collected ratings; and process the arbitration recommendation through one or more of the plurality of conversation modules for selection by one of the one or more of the plurality of conversation modules, wherein the one of the one or more of the plurality of conversation modules is adapted to allow user selection amongst the recognized speech results indicated by the arbitration recommendation. Related methods and computer-readable media are also disclosed.