Before revision:  Most existing studies combined various neural network models with a delicately carved attention mechanism to generate refined representations of sentences for better predictions.
After revision:  Most existing studies combined various neural network models with a delicately carved attention mechanisms built upon given aspect and context to generate refined representations of sentences for better predictions.