The modified signed likelihood statistic and saddlepoint approximations

For a number of tests in exponential families we show that the use of a normal approximation to the modified signed likelihood ratio statistic r* is equivalent to the use of a saddlepoint approximation. This is also true in a large deviation region where the signed likelihood ratio statistic r is of order √ n.