Our DH 2017 contribution outlining how to improve the annotation tool using eye tracking and convolutional neural networks. DH 2017 was a great conference overall. I particularly enjoyed the pre-conference workshop on Computer Vision in Digital Humanities, in which we presented a lightning talk.