The meaning of the poem: the knowledge gained from books is superficial after all. If you want to know things thoroughly, you must practice it yourself.
The poem source of Lu You's Reading on a Winter Night in the Southern Song Dynasty: The ancients learned nothing, and it takes time to get old. What you get on paper is so shallow that you never know what you have to do.