Before revision:  Furthermore, we demonstrate that finetuning our model on target datasets significantly outperforms the state of the art on MSRVTT-QA, MSVD-QA and ActivityNet-QA  .
After revision:  Furthermore, we demonstrate our method to significantly outperform the state of the art on MSRVTT-QA, MSVD-QA and ActivityNet-QA .