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Distributional bootstrapping: From word class to proto-sentence

In Ashwin Ram & Kurt Eiselt (eds.), Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society: August 13 to 16, 1994, Georgia Institute of Technology. Erlbaum. pp. 301--306 (1994)

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  1. Distributional Information: A Powerful Cue for Acquiring Syntactic Categories.Martin Redington, Nick Chater & Steven Finch - 1998 - Cognitive Science 22 (4):425-469.
    Many theorists have dismissed a priori the idea that distributional information could play a significant role in syntactic category acquisition. We demonstrate empirically that such information provides a powerful cue to syntactic category membership, which can be exploited by a variety of simple, psychologically plausible mechanisms. We present a range of results using a large corpus of child‐directed speech and explore their psychological implications. While our results show that a considerable amount of information concerning the syntactic categories can be obtained (...)
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  • Frequent frames as a cue for grammatical categories in child directed speech.Toben H. Mintz - 2003 - Cognition 90 (1):91-117.
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  • (1 other version)Natural language grammar induction using a constituent-context model.Christopher Manning - manuscript
    This paper presents a novel approach to the unsupervised learning of syntactic analyses of natural language text. Most previous work has focused on maximizing likelihood according to generative PCFG models. In contrast, we employ a simpler probabilistic model over trees based directly on constituent identity and linear context, and use an EM-like iterative procedure to induce structure. This method produces much higher quality analyses, giving the best published results on the ATIS dataset.
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