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"NIPS Neural Information Processing Systems 8-11th December 2014, Montreal, Canada",,, "Paper ID:","879" "Title:","A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input" Current Reviews First provide a summary of the paper, and then address the following criteria: Quality, clarity, originality and significance. The authors present a method for question answering about real world scenes - given as input a real world image and a question regarding objects in this image their system answers this question. For the question-answering engine the authors have generated a novel dataset with more than 12k question-answer pairs. The authors show an improved performance when using the multi-world approach but it didn't fully convinced me as for its quality since the accuracy (and WUPS) is pretty low either way. I would like to see more evidence and understanding of the importance and contribution of the multi-world approach.