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There is NO tax refund after you leave Japan.
However as a tourist - you may avoid can consumption tax if you purchase goods in tax exempt stores or departments and spend more than 10, 000 on the single day - you might be asked to show your passport or return ticket to proof your residency. - http://www.tcvb.or.jp/en/guide/04shoping.html