Abstract: An automated assistant automatically recognizes speech, decode paraphrases in the recognized speech, performs an action or task based on the decoder output, and provides a response to the user. The response may be text or audio, and may be translated to include paraphrasing. The automatically recognized speech may be processed to determine partitions in the speech, which may be in turn processed to identify paraphrases in the partitions. A decoder may process an input utterance text to identify paraphrases content to include in a segment or sentence. The decoder may paraphrase the input utterance to make the utterance, updated with one or more paraphrases, more easily parsed by a parser. A translator may process a generated response to make the response sound more natural. The translator may replace content of the generated response with paraphrase content based on the state of the conversation with the user, including salience data.

Abstract: An approach to providing communication assistance to an operator of a vehicle makes use software having a first component executing on a personal device of the operator as well as a second component executing on a server in communication with the personal device. In some implementations, handling a call involves establishing a first two-way audio link between the server and the calling device is established, and a second two-way audio link between a server and the user device. The server passes some of the audio from the calling device to the user device, and monitors a user's voice input, of lack thereof, to determine how to handle the call.