たべる (Dictionary form and short form - Now or future)
たべた (Short form - past)
たべます (Long form - now or future)
たべました (Long form - past)
たべて (てーform)
This is all the same word conjugated in different ways and there is still a ton more ways to say it. Dictionary form is the one you'll find in a dictionary.
To learn these forms properly, I'd recommend getting the Genki textbooks, I find them very good, I haven't tried any others, but look for books on conjugations, I suppose?