Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, systems, and apparatus, including computer program products, for translation of markup language documents with display replacement. In some implementations, a method includes displaying a markup language document in an original language by rendering an internal representation of the document, sending a data structure containing the texts from the text nodes of the internal representation, as distinct data entities, to a translation service, replacing the texts with translated texts received from the translation service resulting in a translated representation, and displaying a first translation of the document by rendering the translated representation. In some implementations, partial, incremental translation is performed. In some implementations, a method includes receiving a notification that a phrase in a markup language document has been selected, requesting translation of the text of the selected phrase, and then displaying a received translation in a user interface.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Methods, program products and systems for first receiving an indication of when a user-manipulable cursor is positioned in proximity to a first presentation of first text in a graphical user interface (GUI), the first text being in a first language. In response to the first receiving, causing a second presentation in the GUI of second text in a distinct second language, where the second text represents a translation of the first text into the second language or the first text represents a translation of the second text into the first language. Second user input to the GUI is received providing an alternate translation of the first text to the second text or the second text to the first text.

Abstract: Methods, program products and systems for first receiving an indication of when a user-manipulable cursor is positioned in proximity to a first presentation of first text in a graphical user interface (GUI), the first text being in a first language. In response to the first receiving, causing a second presentation in the GUI of second text in a distinct second language, where the second text represents a translation of the first text into the second language or the first text represents a translation of the second text into the first language. Second user input to the GUI is received providing an alternate translation of the first text to the second text or the second text to the first text.

Abstract: Systems, methods, and apparatus for accessing distributed models in automated machine processing, including using large language models in machine translation, speech recognition and other applications.

Abstract: Methods, program products and systems for first receiving an indication of when a user-manipulable cursor is positioned in proximity to a first presentation of first text in a graphical user interface (GUI), the first text being in a first language. In response to the first receiving, causing a second presentation in the GUI of second text in a distinct second language, where the second text represents a translation of the first text into the second language or the first text represents a translation of the second text into the first language. Second user input to the GUI is received providing an alternate translation of the first text to the second text or the second text to the first text.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.

Abstract: Methods, systems, and apparatus, including computer program products, for user interaction with machine translation. A user interface for receiving requests to translate text and/or documents from a first language text to a second language text. The translated text and/or document is displayed such that the first language text corresponding to a selected portion of the second language text can be accessed and displayed in the same user interface.