Are annual reports audited internally or do LPs hire a third party?

Generally speaking, Limited Partners do not hire auditors. If a Fund, due to its own decision, or at the behest of its Limited Partners, decides to be audited, the auditor will be a third-party one by definition. An internal audit, while a good idea periodically, would not typically count as an actual third-party audit.