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Insight Grammar Learning

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We report on computational experiments in which a learning agent in-crementally acquires grammar from a tutoring agent through situated inter-actions. The learner is able to (i) detect impasses in routine language pro-cessing, such as missing a grammatical construction to integrate a word in the rest of the sentence structure, (ii) move to a meta-level to repair these impasses, primarily based on semantics, and (iii) then expand or restructure his grammar using insights gained from repairs. The paper proposes a cog-nitive architecture able to support this kind of insight learning and tests it with a computational implementation for a grammar learning task.

Abstract

We report on computational experiments in which a learning agent in-crementally acquires grammar from a tutoring agent through situated inter-actions. The learner is able to (i) detect impasses in routine language pro-cessing, such as missing a grammatical construction to integrate a word in the rest of the sentence structure, (ii) move to a meta-level to repair these impasses, primarily based on semantics, and (iii) then expand or restructure his grammar using insights gained from repairs. The paper proposes a cog-nitive architecture able to support this kind of insight learning and tests it with a computational implementation for a grammar learning task.

참고문헌 (15)

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  10. Ohlsson, S., "Restructuring revisited: Ii. an information processing theory of restructuring and insight", Scandinavian Journal of Psychology, 25, pp.117~129 (1984)
  11. Patrick, J., "Facilitating representation change in in-sight problems through training", Journal of Experimental Psychology. Learning Memory and Cognition, 40(2), pp.532~543 (2014)
  12. Pollard, C., "Head-driven phrase structure grammar" (1994), University of Chicago Press
  13. Spranger, M., "Language Grounding in Robots", pp.89~110 (2012), Springer
  14. Steels, L., "Design patterns in Fluid Construction Grammar" (2011), John Benjamins
  15. Tomasello, M., "First verbs: A case study of early grammatical development" (1992), Cambridge University Press

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