Before revision:  In this work, we propose to avoid manual annotation and to learn video question answering (VideoQA) from millions of readily-available narrated videos.
After revision:  In this work, we propose to avoid manual annotation and generate a large-scale training dataset for video question answering (VideoQA) from millions of readily-available narrated videos.