CS224U

Percy Liang on the Center for Research on Foundation Models

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Realizing that Foundation Models are a big deal, scaling, why Percy founded CRFM, Stanford's position in the field, benchmarking, privacy, and CRFM's first and next 30 years.

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

  • Percy's website
  • Percy on Twitter
  • CRFM
  • On the opportunities and risks of foundation models
  • ELMo: Deep contextualized word representations
  • BERT: Pre-training of deep bidirectional Transformers for language understanding
  • Sam Bowman
  • GPT-2
  • Adversarial examples for evaluating reading comprehension systems
  • System 1 and System 2
  • The Unreasonable Effectiveness of Data
  • Chinchilla: Training Compute-Optimal Large Language Models
  • GitHub Copilot
  • LaMDA: Language models for dialog applications
  • AI Test Kitchen
  • DALL-E 2
  • Richer Socher on the CS224U podcast
  • you.com
  • Chris Ré
  • Fei-Fei Li
  • Chris Manning
  • HAI
  • Rob Reich
  • Erik Brynjolfsson
  • Dan Ho
  • Russ Altman
  • Jeff Hancock
  • The time is now to develop community norms for the release of foundation models
  • Twitter Spaces event
  • Best practices for deploying language models
  • Model Cards for model reporting
  • Datasheets for datasets
  • Strathern's law
    • ...more
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    CS224UBy Chris Potts
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