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On June 28, 2020, while presenting a chess podcast on Grandmaster HikaruNakamura, Antonio Radi\'c's YouTube handle got blocked because it contained"harmful and dangerous" content. YouTube did not give further specific reason,and the channel got reinstated within 24 hours. However, Radi\'c speculatedthat given the current political situation, a referral to "black againstwhite", albeit in the context of chess, earned him this temporary ban. In thispaper, via a substantial corpus of 681,995 comments, on 8,818 YouTube videoshosted by five highly popular chess-focused YouTube channels, we ask thefollowing research question: \emph{how robust are off-the-shelf hate-speechclassifiers to out-of-domain adversarial examples?} We release a data set of1,000 annotated comments where existing hate speech classifiers misclassifiedbenign chess discussions as hate speech. We conclude with an intriguing analogyresult on racial bias with our findings pointing out to the broader challengeof color polysemy.

Are Chess Discussions Racist? An Adversarial Hate Speech Data Set