Spring 2020

Lectures

Introduction: Learning word and sentence representations
Ekaterina Shutova. 2020-03-30.
Abstract Slides Further reading
Seminar: Dependency-based word embeddings, specialisation and retro-fitting
Ekaterina Shutova. 2020-04-02.
Abstract Slides Discussion
Seminar: Learning sentence representations
Ekaterina Shutova. 2020-04-06.
Abstract Slides Further reading Discussion
Seminar: Contextualised representations and modelling ambiguity
Ekaterina Shutova. 2020-04-09.
Abstract Slides Discussion
Attention, transformers and the BERT model
Phillip Lippe and Ekaterina Shutova. 2020-04-16.
Abstract Slides Further reading Discussion
Multitask learning
Verna Dankers and Ekaterina Shutova. 2020-04-20.
Abstract Slides
Seminar: Multitask learning
Ekaterina Shutova. 2020-04-23.
Abstract Slides Discussion
Meta-learning
Ekaterina Shutova. 2020-04-30.
Abstract Slides Further reading Discussion
Seminar: Multilingual models
Ekaterina Shutova. 2020-05-07.
Abstract Slides Discussion
Seminar: Discourse and document representations
Ekaterina Shutova. 2020-05-11.
Abstract Slides Further reading Discussion
Seminar: Cognitively-driven models and interpretation of neural networks
Ekaterina Shutova. 2020-05-14.
Abstract Further reading Discussion
Project presentations
Ekaterina Shutova, Verna Dankers and Phillip Lippe. 2020-05-18.
Abstract