Completed
Intro
Class Central Classrooms beta
YouTube playlists curated by Class Central.
Classroom Contents
Knowledge Is Embedded in Language Neural Networks but Can They Reason?
Automatically move to the next video in the Classroom when playback concludes
- 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
