That's where observation and common sense come in.
Using any of these methods of finding truth to the exclusion of all the rest will usually screw you up. Reason without observation is just as bad as observation without reason.
"If all birds have wings, and elephants are birds, then elephants have wings" is a logically true statement, with garbage assumptions fed into it.
Observation and common sense were what some Greek philosophers were apparently lacking.