Overview
Syllabus
Remember: Neural Models
How to Train Embeddings?
What do we want to know about words?
Contextualization of Word Representations
A Manual Attempt: WordNet
An Answer (?): Word Embeddings!
Distributional vs. Distributed Representations
Distributional Representations (see Goldberg 10.4.1)
Word Embeddings from Language Models
Context Window Methods
CBOW (Mikolov et al. 2013) • Predict word based on sum of surrounding embeddings
Glove (Pennington et al. 2014)
What Contexts?
Types of Evaluation
Intrinsic Evaluation of Embeddings (categorization from Schnabel et al 2015)
Extrinsic Evaluation: Using Word Embeddings in Systems
How Do I Choose Embeddings?
Limitations of Embeddings
Sub-word Embeddings (2)
Taught by
Graham Neubig