Substance is related to Stone. Stone is related to Band. Horse is a type of Band. 
Baseball is related to Base. Base is the opposite of Head. 
Substance <--RelatedTo--> Stone <--RelatedTo--> Band <--IsA-- Horse 
Baseball <--RelatedTo--> Base <--Antonym--> Head 