International Business Machines Corporation
INTELLIGENT AUGMENTATION OF WORD REPRESENTATION VIA CHARACTER SHAPE EMBEDDINGS IN A NEURAL NETWORK

Abstract:

Embodiments are provided for intelligent augmentation of word representations in a computing system by a processor. One or more character shape embeddings may be created in an artificial neural network (ANN) by augmenting one or more word representations based on a set of natural language processing (NLP) data, a set of word embedding vectors, and one or more clustering operations. A shape, a category, and a contextual identify of the one or more word representations may be analyzed used in creating the one or more character shape embeddings.