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Christopher Stewart

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#small language model Open access Oct 2026

A Transposed Bock–Aitkin EM Algorithm for Item Response Models with Many Items and Few Subjects

Large language model benchmarks often contain many more items than evaluated systems. We develop a transposed Bock–Aitkin EM algorithm for 1PL and 2PL random-item models, including correlated difficulty and log discrimination. Capabilities are structural parameters; item effects are integrated over a normal population....

Preston Botter, Christopher Stewart · 0 citations

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