Before revision:  The goal of the task is to generate a natural language string to realize an input meaning representation , hence large datasets of paired utterances and their meaning representations are used for training the network .
After revision:  The goal of the task is to generate a natural language string to realize an input meaning representation . To facilitate the training of neural network models, researchers created large datasets of paired utterances and their meaning representations are used for training the network .