Reviews: A Consistent Regularization Approach for Structured Prediction

In my view, this is a beautiful paper that will advance the field of structured prediction significantly and provides a platform for further development. Nevertheless, the paper should be better related to existing work on vector-valued regression for structured output. A recent related work is but there are others: C eline Brouard, Florence D'Alch e-Buc, Marie Szafranski. The paper is generally well written, I have only few remarks: - line 70-72: you might note already here that this amounts to a ridge regression problem in the output Hilbert space. Good to mention it already here.