Before revision:  We examine the diverse YouTube8M corpus, first verifying that it contains many non-instructional videos via crowd labeling. We pretrain a representative model on YouTube8M and study its success and failure cases.
After revision:  We examine the diverse YouTube8M dataset, and study its success and failure cases.