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Section 4: Softmax Policy, the second equation lacks of $$\tau$$.
Section 5: Putting the pieces together. In the pseudocode for performing the updates: Do Expected Sarsa update with $$Q_t$$. The two $$Q_{t+1}$$ on the right side of "<--" should be replaced by $$Q_t$$.