Abstract: A multi-layer language translator operating in conjunction with a syntax-based model, coupled with machine learning and artificial intelligence, performs language translations from a source language text to text expressed in a target language. A relevancy-based “chunking” module breaks a source text into smaller units and applies a part-of-speech tag to some or all of the units. A hierarchy-based structuring module determines grammatical structure of the source text based, at least in part, on the applied part-of-speech tags. The hierarchy-based structuring module recursively combines grammatically linked units into one or more phrases, and applies to the phrases higher-level tags. A syntax-based translating module translates the units and/or phrases into the target language, and based on syntax differences between the source and target languages, reconfigures the translated text, as needed, such that the translated text is expressed in the target language using target language syntax rules and conventions.

Abstract: A multi-layer language translator operating in conjunction with a syntax-based model, coupled with machine learning and artificial intelligence, performs language translations from a source language text to text expressed in a target language. A relevancy-based “chunking” module breaks a source text into smaller units and applies a part-of-speech tag to some or all of the units. A hierarchy-based structuring module determines grammatical structure of the source text based, at least in part, on the applied part-of-speech tags. The hierarchy-based structuring module recursively combines grammatically linked units into one or more phrases, and applies to the phrases higher-level tags. A syntax-based translating module translates the units and/or phrases into the target language, and based on syntax differences between the source and target languages, reconfigures the translated text, as needed, such that the translated text is expressed in the target language using target language syntax rules and conventions.

Abstract: A processor may identify that a user has been added to a group of two or more users. One or more communications between the group may be hosted on one or more communication platforms. The processor may analyze each of the one or more communications. The processor may identify, from the analyzing, content of the one or more communications. The processor may generate a report. The report may indicate the content of the one or more communications. The processor may display the report to the user.

Abstract: A processor may identify that a user has been added to a group of two or more users. One or more communications between the group may be hosted on one or more communication platforms. The processor may analyze each of the one or more communications. The processor may identify, from the analyzing, content of the one or more communications. The processor may generate a report. The report may indicate the content of the one or more communications. The processor may display the report to the user.