Temperature has no effect on Pegasus LM

Hello, I was playing around with a few different types of LMs. GPT2 reacts very nicely to the temperature setting, however when playing around with pegasus, such as the pegasus-paraphrase model, temperature and other hyperparameters have no effect whatsoever on the output. Does anybody know why?