Define the closed setIt does not contain . Since the probability simplex is compact, has full support, and Kullback-Leibler divergence is continuous and vanishes only at ,The event in the question is exactly . The upper-bound half of Sanov theorem gives probability at most a polynomial factor times , which tends to zero. This proves the weak law of large numbers.
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