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What constitutes alanguage is not an eternal ideal form, represented by the settings ofa small number of parameters, but rather is the contingent outcome ofcomplex processes.

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Many phenomena in science are stochastic, and the simplest model of them is a probabilistic model; I believe language is such a phenomenon and therefore that probabilistic models are our best tool for representing facts about language, for algorithmically processing language, and for understanding how humans process language.

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But I made the switch: after about 14 years of trying to get language models to work using logical rules, I started to adopt probabilistic approaches (thanks to pioneers like Gene Charniak (and Judea Pearl for probability in general) and to my colleagues who were early adopters, like Dekai Wu).

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(Insight would require a model that knows about phonemes,syllabification, and language of origin.

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And yes, it seems clear that an adultspeaker of English does know billions of language facts (for example, that onesays "big game" rather than "large game" when talking about animportant football game).

In English we say, for example,"I'm hungry," expressing the pronoun "I".

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And the payoff would beimpressively high. FAO has estimated that achieving the WFS goal would yield atleast US$120 billion per year in benefits as a result of longer, healthier andmore productive lives for several hundred million people freed from hunger.

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Let's lookat computer systems that deal with language, and at the notion of"success" defined by "making accurate predictions about the world." First, themajor application areas: