I think the relevant wording here is "problem of induction". You can generate evidence at will and meetn any threshold of evidence for the statement "all swans are white". Anyone can perform the experiment by traveling around the northern hemisphere and find millions of white swans.
It would still be silly to call that statement a fact, because it only requires a single swan sighting in Australia to falsify it.