Learning such embeddings using powerful neural networks has led to significant advancements in image-caption retrieval and generation<cite> Kiros et al. (2014)</cite> ; Karpathy & Fei-Fei (2015) , video-to-text alignment Zhu et al. (2015) , and question-answering Malinowski et al. (2015) .