Overview
Syllabus
Knowledge Bases . Structured databases of knowledge usually containing
WordNet (Miller 1995)
Knowledge Base Incompleteness
Relation Extraction w/ Neural Tensor Networks (Socher et al. 2013)
Relation Extraction w/ Hyperplane Translation (Wang et al. 2014) • Motivation it is not realistic to assume that al dimensions are relevant to a particular relation • Solution project the word vectors on a hyperplane specifically for that relation, then verily relation
Decomposable Relation Model (Xie et al. 2017)
Modeling Distant Supervision Noise in Neural Models (Luo et al. 2017)
Modeling Word Embeddings vs. Modeling Relations
Tensor Decomposition (Sutskever et al. 2009)
Retrofitting of Embeddings to Existing Lexicons (Faruqui et al. 2015)
Taught by
Graham Neubig