NEURAL NETWORK SYSTEM, AND COMPUTER-IMPLEMENTED METHOD OF GENERATING TRAINING DATA FOR THE NEURAL NETWORK

摘要

A neural network 80 for aligning a source word in a source sentence to a word or words in a target sentence parallel to the source sentence, includes: an input layer 90 to receive an input vector 82. The input vector includes an m-word source context 50 of the source word, n−1 target history words 52, and a current target word 98 in the target sentence. The neural network 80 further includes: a hidden layer 92 and an output layer 94 for calculating and outputting a probability as an output 96 of the current target word 98 being a translation of the source word.

主权项

1. A neural network system for aligning a source word in a source sentence to a word or words in a target sentence parallel to the source sentence, including:
an input layer connected to receive an input vector, the input vector including an m-word source context (m being an integer larger than two) of the source word, n−1 target history words (n being an integer larger than two), and a current target word in the target sentence; a hidden layer connected to receive the outputs of the input layer for transforming the outputs of the input layer using a pre-defined function and outputting the transformed outputs; and an output layer connected to receive outputs of the hidden layer for calculating and outputting an indicator with regard to the current target word being a translation of the source word.