12/7/2005 3:30pm-5:00pm MUEN D430
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Three (and a Half?) Trends: The Future of Natural Language Processing
USC Information Sciences Institute
Natural Language Processing/Computational Linguistics is continuously
evolving -- not only in its technical subject matter, but in the basic
questions being asked and the style and methodology being adopted to answer
them. As unification followed finite state technology in the 1980s, and
statistical processing followed that in the 1990s, we are beginning to see a
new, and quite, interesting trend: a split of the field into three somewhat
complementary and rather different directions, each with its own goals,
evaluation paradigms, and methodology. The resource creators focus on
language and the representations required for language processing; the
learning researchers focus on algorithms to effect the transformation of
representation required in NLP; and the large-scale hackers produce engines
that win the NLP competitions. But where the latter two trends have a fairly
well-established methodology for research and papers, the first doesn't, and
consequently suffers in recognition and funding. In the talk, I describe each
trend, provide some examples of the first, and conclude with a few general
questions, including: Where is the heart of NLP? What is the nature of the
theories developed in each stream (if any)? What kind of work should one choose
to do if one is a grad student today?
Sponsored by the Institute of Cognitive Science.
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