Artificial intelligence - Smarter than we think (MMLU increases for GPT models) [FIXED]



AI Summary

  • Summary of AI Visualization for 2024:
    • Background:
      • Presenter has expertise in human intelligence research and AI since 2001.
      • Focus on AI development, particularly since the last 4 years.
    • Large Language Models Analysis:
      • Title: “Large Language Models: Smarter Than We Think”
      • Utilized the Massive Multitask Language Understanding (MMLU) Benchmark.
      • MMLU designed to challenge the most advanced AI models.
    • Performance of GPT Models:
      • Excluded GPT-1 (limited training data).
      • GPT-2:
        • Trained on popular web content.
        • Scored 32.4 on MMLU, just below human average of 34.5.
      • GPT-3:
        • Trained on significantly more data.
        • Scored 43.9, surpassing human average.
      • Instruct GPT/GPT-3.5:
        • Achieved a score of 70 on MMLU.
      • GPT-4:
        • Hidden in development since August 2022.
        • Scored 86.4, close to human expert average of 89.8.
      • Score Increases:
        • GPT-2 to GPT-3: 35% increase.
        • GPT-3 to GPT-3.5: 59% increase.
        • GPT-3.5 to GPT-4: 23% increase.
    • Future Expectations:
      • Anticipation for GPT-4.5 release in January 2024.
      • GPT-5 expected within the year, predicted to surpass human expert scores in all 57 subjects.
    • Engagement and Outreach:
      • Keynotes planned for major companies, Fortune 500s, and governments.
      • YouTube presence and invitations to join “the memo.”
    • The Memo:
      • Provides updates on AI developments in plain English.
      • Available to subscribers from Fortune 500s, governments, and individuals.
      • Covers AI advancements, humanoid integration, AI IQ progression, and global use cases.