Before revision:  We further propose a novel methodology to train models to learn negation, conjunction, and disjunction and show }  improvement in learning logical composition and retaining performance on VQA.
After revision:  We further propose a novel methodology to train models to learn negation, conjunction, and disjunction and show } improvement in learning logical compositions while retaining performance on VQA.