Unsupervised efficient learning and representation of language structure

Unsupervised efficient learning and representation of language structure Proceedings of the 25th Annual Cognitive Science Society, 1106-1109

Year

2013

Category

Machine Learning

Journal

Proceedings

Authors

Z Solan, D Horn, E Ruppin, S Edelman

Abstract

We describe a linguistic pattern acquisition algorithm that learns, in an unsupervised fashion, a streamlined representation of corpus data. This is achieved by compactly coding recursively structured constituent patterns, and by placing strings that have an identical backbone and similar context structure into the same equivalence class. The resulting representations constitute an efficient encoding of linguistic knowledge and support systematic generalization to unseen sentences.

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