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Corpus-based Learning of Analogies and Semantic Relations
analogy metaphor semantic relations Vector Space Model cosine similarity noun-modifier pairs
2015/7/30
We present an algorithm for learning from unlabeled text, based on the Vector Space Model (VSM) of information retrieval, that can solve verbal analogy questions of the kind found in the SAT college e...
Corpus-Based Induction of Syntactic Structure:Models of Dependency and Constituency
Corpus-Based Induction Syntactic Structure Dependency and Constituency
2015/6/12
We present a generative model for the unsupervised learning of dependency structures. We also describe the multiplicative combination of this dependency model with a model of linear constituency. The ...