Before revision:  This distinction allows us to notice when existing VQA models have consistency issues -- they answer the reasoning question correctly but fail on associated low-level perception questions.
After revision:  This distinction allows us to notice when existing VQA models have consistency issues ; they answer the reasoning question correctly but fail on associated low-level perception questions.