Columbia CS Professor: Why LLMs Can’t Discover New Science
Episode
50 min
Read time
2 min
Topics
Science & Discovery
AI-Generated Summary
Key Takeaways
- ✓Why can't LLMs create genuinely new scientific discoveries?
- ✓How do LLMs actually process information and generate responses?
- ✓What architectural advances are needed to reach AGI?
What It Covers
Columbia CS Professor Vishal Mishra explains why LLMs cannot discover new science, discussing his formal mathematical models that define the boundaries of current AI capabilities.
Key Questions Answered
- •Why can't LLMs create genuinely new scientific discoveries?
- •How do LLMs actually process information and generate responses?
- •What architectural advances are needed to reach AGI?
Notable Moment
Mishra accidentally invented retrieval augmented generation while trying to fix a cricket statistics website interface, creating a natural language query system fifteen months before ChatGPT launched.
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