Unsupervised learning of natural languages

By Zach Solan, David Horn, Eytan Ruppin, Shimon Edelman. Proc. Natl. Acad. Sci. USA, 2009

333 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

A syntactic approach to robot imitation learning using probabilistic activity grammars (2013, neutral): “Solan et al. [27] presented the ADIOS algorithm which induces CFGs and context-sensitive Fig.”
Joint learning of ontology and semantic parser from text (2016, neutral): “This is also done in ADIOS method [32], where it has been shown that order of sentences affects the grammar.”
The minority report: some common assumptions to reconsider in the modelling of the brain and behaviour (2016, methodology): “Some of the representational principles behind a structured-connectionist model of language acquisition (Solan et al., 2005), and of its use in English to Spanish translation (Edelman & Solan, 2009).”
Representing word meaning and order information in a composite holographic lexicon. (2007, methodology): “A common performance evaluator for semantic models is the synonym section of the TOEFL (Landauer & Dumais, 1994, 1996, 1997; Turney, 2001). Each item consists of a target word and four alternative words; the task is to select the alternative that is most similar in meaning to the target. Accuracy on”
Learning syntactic structure (2007, methodology): “beginning with Lamb (1961), and has since been used also by many others (Cook et al. 1976; Wolff 1982; Mori and Nagao 1995; Adriaans et al. 2000; van Zaanen 2000; Clark 2001; Solan et al. 2005).”