Before revision:  Specifically, it is necessary for an agent to 1) understand question-relevant dialog history and 2) focus on question-relevant  visual contents among the diverse visual contents in a given image .
After revision:  Specifically, it is necessary for an agent to 1) understand question-relevant dialog history and 2) focus on question-relevant visual contents among heterogeneous modality inputs .