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Successes and Challenges in Neural Models for Speech and Language - Michael Collins
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- 1 Intro
- 2 Problems in Speech and Natural Language
- 3 The First (Statistical) Revolution
- 4 The Second (Neural) Revolution
- 5 A Personal View: the Parsing Problem
- 6 Kernel Methods
- 7 Word Embeddings
- 8 Natural Language Syntax, and the Parsing Problem
- 9 Shift Actions
- 10 Predicting Actions
- 11 The Natural Questions Data
- 12 Transformers (continued)
- 13 Multi-Head Transformers
- 14 This Talk: Three Problems, Three Architectures