The short rate is the limiting instantaneous forward rate at the present maturity. The continuously compounded zero-coupon bond price is obtained by integrating the instantaneous forward rate curve in its maturity variable. Both requested relations are
In particular , and . The short rate here is instantaneous, rather than the one-period rate used in a discrete-time bank account.
For fixed maturity , define and . The stochastic Fubini theorem and the moving lower endpoint give
The factor is the integral over one of the two triangles in the square . Applying the Itô formula to , its quadratic-variation correction cancels that factor:
Set , the reciprocal of the continuous-time bank account. The Itô product rule then gives
If , then on this finite horizon. The Novikov condition holds, so this stochastic exponential is a true martingale, not merely a local martingale. The discounted price is therefore
The authoritative PDF discounts to in this part. The TeX transcription's upper endpoint would include future short rates and is incorrect here.
Since , part (b) shows that the density process of the T-forward measure is
Its terminal expectation is one and it is strictly positive, so the stated Radon-Nikodym derivative defines an equivalent probability measure. By the Girsanov theorem,
is a Brownian motion under . Substitution of cancels the entire instantaneous forward rate drift:
Because the integrand is deterministic and bounded, its Itô integral is square-integrable on . With the usual fixed initial instantaneous forward rate curve, the requested true martingale is
Use the Radon-Nikodym derivative at and the discounted bond price martingale from part (b):
For the variance, put and , for . The ratio has, by the Itô formula,
Under the T-forward measure , , so its drift becomes . Since ,
The first two terms are deterministic; the Itô isometry supplies the variance of the last. The two requested answers are
In fact the terminal zero-coupon bond price has a log-normal distribution under this forward measure, with the deterministic negative half-variance correction ensuring the displayed mean.

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