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What is AI ‘model collapse’?

Oct 27, 2024
Join Aaron Snowswell, a Senior Research Fellow at the Generative AI Lab, as he unpacks the fascinating world of AI and the ominous concept of ‘model collapse.’ He explains how large language models like ChatGPT may become less effective as they increasingly rely on AI-generated content. Aaron emphasizes the challenges of training these models and the innovative strategies companies use to gather data. He also delves into the pursuit of artificial general intelligence and the vital role human insight plays in advancing AI responsibly.
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ANECDOTE

ChatGPT's Raspberry Failure

  • Sam Hawley tested ChatGPT by asking how many "r's" are in raspberry.
  • ChatGPT incorrectly answered two, demonstrating its limitations in logic and understanding.
INSIGHT

Pattern Matching Machines

  • Large language models like ChatGPT are essentially pattern-matching machines.
  • They statistically predict the most likely response based on training data, not true understanding.
INSIGHT

Data Requirements

  • The exact amount of data fed into AI models like ChatGPT is often kept secret.
  • It's known to be massive, raising concerns about data scarcity for future development.
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