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Anyone know what they use to convert the PDF to html here? I'm looking for a good converter and so far I've only found a few bad ones.

They aren't using the rendered PDFs. They are convering from the LaTeX sources, that you upload to arxiv with https://github.com/brucemiller/LaTeXML