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.