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We thank reviewers for acknowledging the novelty and interestingness of our paper as well as our results. We appreciate reviewers insightful comments; we will incorporate them in any final version of the paper. R2,R6: Two-classifier and attribute-based baseline Direct application of the suggested two-classifier baseline is not appropriate as we explain below. We run a modified version of it and the obtained results show that our method outperforms the suggested baseline. For solving general analogy questions, the set of properties and categories are not known at test time (Line 261, Figs 3&5).