I guess you skimmed the article or just missed it..like I said this is a very conservative estimate(studies were paid by IRS) and does not include tax planning...
"Adding an IRS budget of about $10 billion produces the overall collection cost estimate of $135 billion. This is 14.5% of individual and corporation income tax receipts in fiscal year 2004, and about 1.2% of 2004 GDP."