Before revision:  Deep neural networks are known for requiring large amounts of training data which might not be available in resource-lean scenarios. However , there is also a growing body of works to improve the performance in low-resource settings.
After revision:  Deep neural networks are known for requiring large amounts of training data , there is also a growing body of works to improve the performance in low-resource settings.