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First provide a summary of the paper, and then address the following criteria: Quality, clarity, originality and significance. The paper proposes a method for relating images and sentences by optimizing over the mapping of sentence fragments and image regions. The method uses existing word vector and image region representations. Experiments show that this method is better able to rank human-generated image captions. Quality The paper is high quality, and well-supported by empirical results.