The paper improves the SOTA in extreme classification achieving the difficult feat of outperforming one-vs-all techniques. The authors should follow the reviewers suggestions to improve the clarity of the paper, especially the description of the algorithm. They should also add a discussion as to why their technique is able to improve on the SOTA and provide the additional experimental results they included in the rebuttal.