Abstract: A system for named entity extraction from a stream of semi-structured communications is disclosed. The system comprises a server connected to a network through which the stream of semi-structured communications is transmitted. The server is configured to receive at least one communication from the stream of semi-structured communications, divide the at least one communication into a set of individual characters, and for each individual character, generate a vector of values associated with the individual character. Once generated, the server passes each generated vector through an encoder-decoder transformer architecture; and based on output of the encoder-decoder transformer architecture, extracts a plurality of values associated with entities in the at least one communication.