KDD2020 - Transfer Learning Joshi

KDD2020 - Transfer Learning Joshi

Association for Computing Machinery (ACM) via YouTube Direct link

Evaluation

12 of 20

12 of 20

Evaluation

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KDD2020 - Transfer Learning Joshi

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  1. 1 Transfer Learning via Pre-training
  2. 2 Pre-trained Contextualized Representations
  3. 3 BERT [Devlin et al. (2018)]
  4. 4 How can we do better?
  5. 5 Span-based Efficient Pre-training
  6. 6 Pre-training Span Representations
  7. 7 Why is this more efficient?
  8. 8 Random subword masks can be too easy
  9. 9 Which spans to mask?
  10. 10 Why SBO?
  11. 11 Single-sequence Inputs
  12. 12 Evaluation
  13. 13 Baselines
  14. 14 Extractive QA: SQUAD
  15. 15 GLUE
  16. 16 ROBERTA: Scaling BERT
  17. 17 The ROBERTA Recipe
  18. 18 What is still hard?
  19. 19 Next Big Thing: Few Shot Learning?
  20. 20 Next Big Thing: Non-parametric Memories?

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