About “best” , “the best” , and “most”

Both sentences could mean the same thing, however

I like you best.
I like chocolate best, better than anything else

can be used when what one is choosing from is not specified

I like you the best.
Between chocolate, vanilla, and strawberry, I like vanilla the best

can be used when choosing from some choices.

Source