Overview
Syllabus
Intro
Knowledge Bases
WordNet (Miller 1995)
Learning Knowledge Graph Embeddings (Bordes et al. 2013)
Remember: Consistency in Embeddings
Relation Extraction w/ Neural Tensor Networks (Socher et al. 2013)
Distant Supervision for Relation Extraction (Mintz et al. 2009)
Jointly Modeling KB Relations and Text (Toutanova et al. 2015)
Modeling Distant Supervision Noise in Neural Models (Lug et al. 2017)
Retrofitting of Embeddings to Existing Lexicons (Faruqui et al. 2015)
Open Information Extraction (Banko et al 2007)
Neural Models for Open IE
Modeling Word Embeddings vs. Modeling Relations
P-tuning: Directly Optimize Embeddings (Liu et al. 2021)
Nonparametric Models Outperform Parametric Models
Taught by
Graham Neubig