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Noname manuscript No. (will be inserted by the editor) Large Scale Retrieval and Generation of Image Descriptions

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by Vicente Ordonez , Xufeng Han , Polina Kuznetsova , Girish Kulkarni , Margaret Mitchell , Kota Yamaguchi , Karl Stratos , Amit Goyal , Jesse Dodge , Alyssa Mensch , Hal Daume , Iii Alex , Er C. Berg , Yejin Choi , Tamara L. Berg , V. Ordonez , X. Han , A. C. Berg , T. L. Berg , P. Kuznetsova , G. Kulkarni , K. Yamaguchi , K. Stratos , A. Goyal , J. Dodge , A. Mensch , H. Daume ́ Iii , Y. Choi