Here is the final version (as a .tgz ball of a directory containing all files). They require a pdf (there is a wap.pdf generated using pdflatex from wap.tex). I've noticed that ps2pdf and dvi2pdf produce pdfs with wrong margins so they should probably be avoided; pdflatex can't include .ps (or .eps) figures so I generated a pdf for the combined_2 figure (contained in the directory). If there are no further changes, we can just submit the pdf file in the directory. I made the following modifications: - removed the frequent subheadings (the instructions explicitly ask to avoid them, and so does the first reviewer). - made the substitution "subset classification" -> "multi-label classification". - made it explicit that the OAA transformation bound is not new by adding: The bound in the theorem below is known \cite{ASS,Guruswami}, but the analysis we present here is instructive because it reveals the assymetry that we later exploit in the Weighted One Against All reduction. - made explicit the dependence of w_0 and w_1 on k in Algorithm 3 by defining w_i = w_i(k) = BLA instead of w_ki as suggested by reviewer 2. I don't have fax access right now and my online access is pretty pathetic (still visiting my parents). Could you please submit the pdf and fax the copyright form (their fax: 650-321-4457)? They also ask for the form to be mailed via regular mail to the following address: AAAI Press AAAI-05 Paper Submission 445 Burgess Drive Menlo Park, California 94025-3442 Telephone: (650) 328-3123 All instructions are in the acceptance email. The form is in the AAAI Author Kit: http://www.aaai.org/Publications/Templates/AAAI-AuthorKit.zip Thanks, Alina