Look is the opposite of Blind. 
Know is related to Learning. Learning can cause/lead to Understanding. Understanding is related to Knowledge. 
Look <--Antonym--> Blind 
Know <--RelatedTo--> Learning --Causes--> Understanding <--RelatedTo--> Knowledge 