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Classroom Contents
Knowledge Is Embedded in Language Neural Networks but Can They Reason?
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- 1 Intro
- 2 Tree-structured models
- 3 Language Modeling
- 4 LMs in The Dark Ages: n-gram models
- 5 Enlightenment era neural language models (NLMs)
- 6 GPT-2 language model (cherry-picked) output
- 7 Transformer models
- 8 Classic Word Vec (Mikolov et al. 2013)
- 9 Self-attention in (masked) sequence model
- 10 Good systems are great, but still basic NLU errors
- 11 What is Reasoning? Bottou 2011
- 12 Appropriate structural priors
- 13 Compositional reasoning tree
- 14 A 2020s Research Direction
- 15 A Neural State Machine
- 16 NSM accuracy on GQA
