Neural Nets for NLP 2020: Conditioned Generation

Neural Nets for NLP 2020: Conditioned Generation

Graham Neubig via YouTube Direct link

Stacking

12 of 15

12 of 15

Stacking

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Neural Nets for NLP 2020: Conditioned Generation

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  1. 1 Language Models Language models are generative models of text
  2. 2 Conditioned Language Models
  3. 3 Conditional Language Models
  4. 4 One Type of Conditional Language Model Sutskever et al. 2014
  5. 5 How to Pass Hidden State?
  6. 6 The Generation Problem
  7. 7 Ancestral Sampling
  8. 8 Greedy Search
  9. 9 Beam Search
  10. 10 Log-linear Interpolation • Weighted combination of log probabilities, normalize
  11. 11 Linear or Log Linear?
  12. 12 Stacking
  13. 13 Basic Evaluation Paradigm
  14. 14 Human Evaluation
  15. 15 Perplexity

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