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In Stein’s method, the exchangeable pair approach is commonly used to estimate the approximation errors in normal approximation. In this paper, we establish a Cram'er-type moderate deviation theorem of normal approximation for unbounded exchangeable pairs. As applications, Cram'er-type moderate deviation theorems for the sums of local statistics and general Curie–Weiss model are obtained.

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