Learning from/for Knowledge Graphs (4/5/2018)
- What are Knowledge Graphs/Ontologies?
- Relation Extraction from Embeddings
- Learning Embeddings from Relations
- Required Reading (for quiz): Relation Extraction Jurafsky and Martin Chapter 21.2
- Reference: Relation Extraction Survey (Nickel et al. 2016)
- Reference: WordNet (Miller 1995)
- Reference: Cyc (Lenant 1995)
- Reference: DBPedia (Auer et al. 2007)
- Reference: YAGO (Suchanek et al. 2007)
- Reference: Babelnet (Navigli and Ponzetto 2010)
- Reference: Freebase (Bollacker et al. 2008)
- Reference: Wikidata (Vrandečić and Krötzsch 2014)
- Reference: Relation Extraction by Translating Embeddings (Bordes et al. 2013)
- Reference: Relation Extraction with Neural Tensor Networks (Socher et al. 2013)
- Reference: Relation Extraction by Translating on Hyperplanes (Wang et al. 2014)
- Reference: Relation Extraction by Representing Entities and Relations (Lin et al. 2015)
- Reference: Relation Extraction w/ Decomposed Matrices (Xie et al. 2017)
- Reference: Distant Supervision for Relation Extraction (Mintz et al. 2009)
- Reference: Relation Classification w/ Recursive NNs (Socher et al. 2012)
- Reference: Relation Classification w/ CNNs (Zeng et al. 2014)
- Reference: Joint Entity and Relation Embedding (Toutanova et al. 2015)
- Reference: Distant Supervision for Neural Models (Luo et al. 2017)
- Reference: Relation Extraction w/ Tensor Decomposition (Sutskever et al. 2009)
- Reference: Relation Extraction via. KG Paths (Lao and Cohen 2010)
- Reference: Relation Extraction by Traversing Knowledge Graphs (Guu et al. 2015)
- Reference: Relation Extraction via Differentiable Logic Rules (Yang et al. 2017)
- Reference: Improving Embeddings w/ Semantic Knowledge (Yu et al. 2014)
- Reference: Improving Embeddings w/ Semantic Knowledge (Yu et al. 2014)
- Reference: Retrofitting Word Vectors to Semantic Lexicons (Faruqui et al. 2015)
- Reference: Multi-sense Embedding with Semantic Lexicons (Jauhar et al. 2015)
- Reference: Antonymy and Synonym Constraints for Word Embedding (Mrksic et al. 2016)
Slides (from Fall 2017): Knowledge Graph Slides