Abstract: Systems and methods for compressing and decompressing audio data are described. A server may receive input audio data corresponding to a spoken utterance from a speech-controlled device. The server performs speech processing on the input audio data to determine a spoken command and spoken solicited content. The server may then communication with a device associated with an application to obtain output audio data. The server may compress the output audio data by removing portions of audio data therefrom at regular intervals (e.g., milliseconds). The server may then send the compressed output audio data and instructions for decompressing the compressed output audio data to the speech-controlled device. Further, a speech-capturing device may also compress audio data corresponding to an utterance. The speech-capturing device may compress based on various factors, including the speech characteristics of the speaking user.

Abstract: A machine translation system capable of incremental and preemptive machine translation is disclosed. Content items on a page can be provided to multiple machine translation services for translation. Each of the machine translation services is capable of translating content items at a different quality level. Content items translated at a lower quality level might be received before content items translated at a higher quality level and presented in a user interface (UI). When content items translated at a higher quality level are received, the translated content items can be used to replace the lower quality level translations previously presented in the UI. Content items referenced by pages identified in search results can also be preemptively machine translated, cached, and provided when requests are received for the translated content items.

Abstract: A machine translation system capable of incremental and preemptive machine translation is disclosed. Content items on a page can be provided to multiple machine translation services for translation. Each of the machine translation services is capable of translating content items at a different quality level. Content items translated at a lower quality level might be received before content items translated at a higher quality level and presented in a user interface (UI). When content items translated at a higher quality level are received, the translated content items can be used to replace the lower quality level translations previously presented in the UI. Content items referenced by pages identified in search results can also be preemptively machine translated, cached, and provided when requests are received for the translated content items.