How much music theory did The Beatles know?

Whether The Beatles did or did not know music theory is a hotly contested topic often found in the comments section of Beatles analysis videos. However, on both sides of the argument, trustworthy sources are rarely cited. That is why I decided to scour through the limited literature and first hand accounts that we have in an attempt to shine some light on The Beatles' true relationship with music theory.