Search-based Structured Prediction (2/20/2018)
Content:
- The Structured Perceptron
- Structured Max-margin Objectives
- Simple Remedies to Exposure Bias
- Required Reading (for quiz): Goldberg Book Chapter 19-19.3
- Recommended Reading: Course in Machine Learning Chapter 17 (Daume)
- Reference: Conditional Random Fields (Lafferty et al. 2001)
- Reference: Structured Perceptron (Collins 2002)
- Reference: Structured Hinge Loss (Taskar et al. 2005)
- Reference: SEARN (Daume et al. 2006)
- Reference: DAgger (Ross et al. 2011)
- Reference: Dynamic Oracles (Goldberg and Nivre 2013)
- Reference: Training Neural Parsers w/ Dynamic Oracles (Ballesteros et al. 2016)
- Reference: Word Dropout (Gal and Ghahramani 2015)
- Reference: RAML (Norouzi et al. 2016)
Slides: Structured Prediction Slides
Sample Code: Structured Prediction Code Examples