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 Lens of Logic (LOL)} improvement in learning logical composition and retaining performance on VQA.