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Author

Reda Boumasmoud

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Jul 2026

A Compositional Theory of Causally Masked Transformers

What types of decision problems can a causally masked, finite-precision transformer solve for inputs of arbitrary length? Existing answers often rely on idealized arithmetic, but under finite precision, rounding and evaluation order can change what information attention retains and therefore what the model can compute....

Franz Nowak, Ryan Cotterell, Reda Boumasmoud · 0 citations

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