On the dangers of stochastic parrots: Can language models be too big?

There are few better ways of spending an hour than doing so listening to Professor Emily Bender, University of Waashington, taking about language models in a virtual presentation hosted by the Alan Turing Institute on 8 July 2021. The main topics in this excellent lecture (content, presentation and discussion) were

  • Are ever larger language models (LM) inevitable or necessary
  • What costs are associated with this research direction and what should we consider before pursing it?
  • Do the field of natural language processing or the public that it serves in fact need larger LMs?
  • If so, how can we pursue this research direction while mitigating its associated risks?
  • If not, what do we need instead?

Well worth a couple of cups (or glasses) of your favourite drink.

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