Studies of the structure and function of paradigms are as old as the Western grammatical tradition. The central role accorded to paradigms in traditional approaches largely reflects the fact that paradigms exhibit systematic patterns of interdependence that facilitate processes of analogical generalization. The recent resurgence of interest in word-based models of morphological processing and morphological structure more generally has provoked a renewed interest in paradigmatic dimensions of linguistic structure. Current methods for operationalizing paradigmatic relations and determining the behavioral correlates of these relations extend paradigmatic models beyond their traditional boundaries. The integrated perspective that emerges from this work is one in which variation at the level of individual words is not meaningful in isolation, but rather guides the association of words to paradigmatic contexts that play a role in their interpretation.
Petar Milin and James P. Blevins
Computational models of human sentence comprehension help researchers reason about how grammar might actually be used in the understanding process. Taking a cognitivist approach, this article relates computational psycholinguistics to neighboring fields (such as linguistics), surveys important precedents, and catalogs open problems.
Language is a system that maps meanings to forms, but the mapping is not always one-to-one. Variation means that one meaning corresponds to multiple forms, for example faster ~ more fast. The choice is not uniquely determined by the rules of the language, but is made by the individual at the time of performance (speaking, writing). Such choices abound in human language. They are usually not just a matter of free will, but involve preferences that depend on the context, including the phonological context. Phonological variation is a situation where the choice among expressions is phonologically conditioned, sometimes statistically, sometimes categorically. In this overview, we take a look at three studies of variable vowel harmony in three languages (Finnish, Hungarian, and Tommo So) formulated in three frameworks (Partial Order Optimality Theory, Stochastic Optimality Theory, and Maximum Entropy Grammar). For example, both Finnish and Hungarian have Backness Harmony: vowels must be all [+back] or all [−back] within a single word, with the exception of neutral vowels that are compatible with either. Surprisingly, some stems allow both [+back] and [−back] suffixes in free variation, for example, analyysi-na ~ analyysi-nä ‘analysis-ess’ (Finnish) and arzén-nak ~ arzén-nek ‘arsenic-dat’ (Hungarian). Several questions arise. Is the variation random or in some way systematic? Where is the variation possible? Is it limited to specific lexical items? Is the choice predictable to some extent? Are the observed statistical patterns dictated by universal constraints or learned from the ambient data? The analyses illustrate the usefulness of recent advances in the technological infrastructure of linguistics, in particular the constantly improving computational tools.