The EMH doesn't take in to account arbitrage risk (http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1292533) among other things.

Bonus questions: Is it so inefficient that models based on EMH should be replaced? Is there a better assumption we can base finance on?