Yep, only for uploaded fonts using appcache manifest, not external links
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Sorry, should have been more clear:
Does this apply to a HTML5 export?
Yes, HTML5 export with attached font file in File folder
If you use external web fonts, it probably depends on the cache HTTP headers that the server sends. Google Web Fonts should be cached for a long time.