Less is more: Probabilistic reduction is best explained by small-scale predictability measures

cs.CL arXiv:2512.23659
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Abstract

The primary research questions of this paper center on defining the amount of context that is necessary and/or appropriate when investigating the relationship between language model probabilities and cognitive phenomena. We investigate whether whole utterances are necessary to observe probabilistic reduction and demonstrate that n-gram representations suffice as cognitive units of planning.

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