There is no such difference between the FB touch and Facebook, the only reason to create this Facebook touch version is to give a better experience to those users who are facing issues in using the application or getting confused by many options.
As the above statement clears facebook is more complicated than its touch version. Facebook Touch is more popular among people who have touch screen mobile phones as its interface is created according to the touch screen.