It should be some measure of  market-relative total return, including dividend yield, etc.  As far as I can tell from the paper, they don't even adjust for market-relative returns, so if a bunch of unpronounceable companies got launched at the peak of the Internet bubble and proceeded to perform exactly in-line with the market, this would still be counted as underperformance even though it is completely untradeable.