Before revision:  To bridge the gap between two, we compile a Diverse Visuo-Lingustic Question Answering (DVLQA) challenge corpus, where the task is to derive joint inference about the given image-text modality  in a question answering setting.
After revision:  To bridge the gap between two, we compile a Diverse Visuo-Lingustic Question Answering (DVLQA) challenge corpus, where the task is to derive joint inference about the given image-text modality and compile the Visuo-Linguistic Question Answering (VLQA) challenge corpus in a question answering setting.