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IRT-based reliabilities are traditionally estimated from theoretical assumptions. This proposal considers alternatives obtained through modifications of the Lord-Wingersky recursion algorithm, that more directly reflect observed scores and distributions, and sampling errors. The proposed method is evaluated over common IRT models and several large-volume tests. Additional applications will also be described.