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The short rate is a linear function of the state variables
$$r_t=\delta_0 + \delta_1 X_t$$where $k_t$ is the exponential compensator of $x_t$.
The laplace cumulant of a semimartingale ${\\bf x}_t$ is $\theta$ is given by the following expression.
$$e^{\kappa(\theta)} = {\\tt E}\\left[e^{\theta \cdot x_t}\\right]$$