Fuel Efficiency Truth in Advertising Act of 2005 - Directs the Administrator of the Environmental Protection Agency (EPA) to revise certain Federal vehicle fuel economy test procedures to take into consideration higher speed limits, faster acceleration rates, variations in temperature, use of air conditioning, shorter city test cycle lengths, and the use of other fuel depleting features.