Before revision:  In this paper, we propose VisualSparta, a novel text-to-image retrieval model that shows substantial improvement over existing models on both accuracy and efficiency.
After revision:  In this paper, we propose VisualSparta, a novel text-to-image retrieval model that shows significant improvement in terms of both accuracy and efficiency.