Here is a link to a NJ bulletin. It references a tax form that is not online but it does indicate that personal liability is on the purchaser if the seller doesn't pay and collect the tax.
http://www.state.nj.us/treasury/taxation/pdf/pubs/tb/tb43r.pdf
When ever an individual is reporting tax information, it is always subject to audit. Most sales tax reports are made without documentation.