I don't think arXiv should take it down even if it is fraud. ArXiv is more about being a permanent store than a quality judge.
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(Incidentally, I don't think misplaced trust in preprints is much of an academic issue, people that are experts in their field can easily judge quality for themselves. It's laypeople taking them at face value that's the problem.)