Neural Nets for NLP 2020 - Search-Based Structured Prediction

Neural Nets for NLP 2020 - Search-Based Structured Prediction

Graham Neubig via YouTube Direct link

Intro

1 of 10

1 of 10

Intro

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Neural Nets for NLP 2020 - Search-Based Structured Prediction

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  1. 1 Intro
  2. 2 Types of Prediction
  3. 3 Two Methods for Approximation
  4. 4 Structured Perceptron Loss
  5. 5 The Structured Perceptron Algorithm . An extremely simple way of training (non-probabilistic) global models . Find the one-best, and if it's score is better than the correct answer adjust parameters …
  6. 6 Contrasting Perceptron and Global Normalization • Globally normalized probabilistic model
  7. 7 Structured Training and Pre-training
  8. 8 Cost-augmented Hinge
  9. 9 Costs over Sequences
  10. 10 Corrupt Training Data

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