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Retrofitting of Embeddings to Existing Lexicons (Faruqui et al. 2015)
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Neural Nets for NLP 2018 - Learning from-for Knowledge Graphs
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- 1 Knowledge Bases . Structured databases of knowledge usually containing
- 2 WordNet (Miller 1995)
- 3 Knowledge Base Incompleteness
- 4 Relation Extraction w/ Neural Tensor Networks (Socher et al. 2013)
- 5 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 vector…
- 6 Decomposable Relation Model (Xie et al. 2017)
- 7 Modeling Distant Supervision Noise in Neural Models (Luo et al. 2017)
- 8 Modeling Word Embeddings vs. Modeling Relations
- 9 Tensor Decomposition (Sutskever et al. 2009)
- 10 Retrofitting of Embeddings to Existing Lexicons (Faruqui et al. 2015)
