I agree that we should remove the percentage information because it has made some people complain that they can roll a 1 twice in succession despite having 5 modifiers for a DC 6.
Other information though? hmm.. perhaps tied up to INT score? meaning if you have high INT you capable to understand that this thing affected by this immunity etc.
