The authors carefully avoid giving any actual efficiency figures (or figures from which the efficiency could be easily calculated). Since they barely managed to power an LED under concentrated sunlight, it is probably safe to assume that the efficiency is extremely low. The reference point for the "15-fold" improvement is literally putting a Peltier element out in the sun. Looks like they really don't want their device to be compared to a photovoltaic cell.