Currently there's no way to remove tags from edits or actions. If an AbuseFilter filter calls a legitimate edit (spam) or (possible civility issue) or something and it really isn't, there needs to be a way to remove the tag from the edit or action. Especially given that the tags are permanent.
See Also:
T30213: AbuseFilter should let users to mark log entries as false positives