Before revision:  However, this is still far behind the human performance, therefore we believe DVLQA will be a challenging benchmark for question answering involving reasoning over visuo-linguistic context.
After revision:  However, this is still far behind human performance. We believe that VLQA will be a challenging benchmark for question answering involving reasoning over visuo-linguistic context.