The audit entries for a deleted object are not automatically deleted from the audit log. You can manually manage the size of the audit log by using a query to retrieve and delete audit entries. For example, you can use a query to delete the audit entries that were created on a particular day or by a particular user.
To delete audit entries, you can use the administration console to search for audit entries that meet your criteria.