CS224U

Adina Williams on deep linguistic analysis in NLP


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Neuroscience and neural networks, being a linguist in the world of NLP, evaluation methods, fine-grained NLI questions, the pace of research, and the vexing fact that, on the internet, people = men.

Transcript: https://web.stanford.edu/class/cs224u/podcast/williams/

  • Adina's website
  • Adina on Twitter
  • Based on billions of words on the internet, people = men
  • April Bailey
  • Andrei Cimpian
  • Androcentrism
  • GloVe
  • fastText
  • Preregistration
  • P-hacking
  • Rishi Bommasani
  • Interpreting pretrained contextualized representations via reductions to static embeddings
  • Common Crawl
  • Battlestar Galactica
  • MultiNLI
  • ANLI
  • DynaBench
  • Breaching experiment
  • Liina Pylkkänen
  • Sam Bowman
  • Nikita Nangia
  • Ludwig Wittgenstein
  • Ido Dagan
  • Sebastian Riedel
  • SNLI
  • Yixin Nie
  • Douwe Kiela
  • Jason Weston
  • Emily Dinan
  • Build it break it fix it for dialogue safety: Robustness from adversarial human attack
  • Allyson Ettinger
  • GLUE
  • DynaSent
  • DeBERTa
  • RoBERTa
  • Breaking NLI systems with sentences that require simple lexical inferences
  • HANS: Right for the wrong reasons: Diagnosing syntactic heuristics in natural language inference
  • Targeted syntactic evaluation of language models
  • Max Bartolo
  • Magnetoencephalography
  • Marr's Levels
  • Marco Baroni
  • Richard Futrell
  • Ryan Cotterell
  • SIGMORPHON 2022
  • Alexis Conneau
  • FLORES
  • XNLI
  • OCNLI: Original Chinese natural language inference
  • Yann LeCun
  • Novel Ideas in Learning-to-Learn through Interaction
  • Grounding semantics in olfactory perception
  • Brain in a vat
  • Ellie Pavlick
  • Tom Kwiatkowski
  • Mohit Bansal
  • Identifying inherent disagreement in natural language inference
  • DALL-E 2
  • Winoground
  • Gary Marcus on Winoground
  • ...more
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