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Christopher Manning thinks linguistics went astray in the 20th century when it searched “for homogeneity in language, under the misguided assumption that only homogeneous systems can be structured.” In the face of human creativity with language, rigid categories of linguistic use just don’t help exp ...

Probabilistic models of language. ''Everybody knows that language is variable'' - Sapir (1921). \\ Probabilistic models give precise descriptions of a variable, uncertain world. The choice for language isn’t a dichotomy between rules and neural networks. Probabilistic models can be used over rich li ...