Let , where is the short rate. At maturity the zero-coupon bond pays one, so . If the discounted bond price is a martingale, its terminal conditional expectation isThe positive factor is measurable with respect to the current filtration. Dividing it out givesConversely, this identity says . The tower property gives for every , establishing the martingale condition. The integrated short rate is a Gaussian random variable with finite variance, so the Gaussian moment-generating function proves that is integrable. Together with the preceding subparts, this proves all three descriptions equivalent.
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