Methods and apparatus to implement annotation based thunking are disclosed. An example method comprises locating a parameter of a function, the parameter to be passed as a pointer if a size of the parameter is greater than a threshold and to be passed as data if the size of the parameter is not greater than the threshold, and adding an annotation record for the parameter to a byte code image file containing byte code for the function.