It was widely reported at the time. Of course newspaper articles are no good. Unless they support the Neo-Confederate position.
https://www.loc.gov/resource/rbpe.24402000/?st=text
Wide reporting is not confirmation.
The link you provided was to Stephens' address to the Georgia Secession Convention and not the Cornerstone speech. Are you saying that speech was incorrectly reported too?