Since its inception in 1907, the Ehrenfest urn model (EUM) has served as a test bed of key concepts of statistical mechanics. Here we employ this model to study large deviations of a time-additive quantity. We consider two continuous-time versions of the EUM with urns and balls: without and with interactions between the balls in the same urn. We evaluate the probability distribution that the average number of balls in one urn over time , , takes any specified value , where . For long observation time, , a Donsker-Varadhan large deviation principle holds: $-\ln _T(\bar{n}= a N) \simeq T I(a,N,K,\dots)\dots$ denote additional parameters of the model. We calculate the rate function exactly by two different methods due to Donsker and Varadhan and compare the exact results with those obtained with a variant of WKB approximation (after Wentzel, Kramers and Brillouin). In the absence of interactions the WKB prediction for $I(a,N,K, \dots)N$. In the presence of interactions the WKB method gives asymptotically exact results for . The WKB method also uncovers the (very simple) time history of the system which dominates the contribution of different time histories to .

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