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Neural Nets for NLP 2017 - Conditioned Generation
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- 1 Intro
- 2 Language Models • Language models are generative models of text
- 3 Conditioned Language Models
- 4 Conditional Language Models
- 5 One Type of Conditional Language Model Sutskever et al. 2014
- 6 The Generation Problem
- 7 Ancestral Sampling
- 8 Greedy Search
- 9 Ensembling Combine predictions from multiple models
- 10 Log-linear Interpolation Weighted combination of log probabilities, normalize
- 11 Linear or Log Linear?
- 12 Parameter Averaging
- 13 Stacking
- 14 Basic Evaluation Paradigm
- 15 Human Evaluation
- 16 Perplexity
