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Francois Chollet

👤 Speaker
See mentions of this person in podcasts
649 total appearances

Appearances Over Time

Podcast Appearances

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

But it comes up quite a bit on the internet.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

So they've basically memorized it.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

And what's really interesting is that they can do it for a transposition length of like three or five, because there are very, very common numbers in examples provided on the internet.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

But if you try to do it with an arbitrary number, like nine, it's going to fail.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

because it does not encode the generalized form of the algorithm, but only specific cases.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

It has memorized specific cases of the algorithm, right?

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

And if it could actually synthesize on the fly the Solver algorithm, then the value of n would not matter at all, because it does not increase the problem complexity.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

I think this is true of humans as well, where, what was the study that- Humans use memorization pattern matching all the time, of course, but humans are not limited to memorization pattern matching.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

They have this very unique ability to adapt to new situations on the fly.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

This is exactly what enables you to navigate

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

every new day in your life.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

Chess memorization.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

I would assume that it has simply mined from its extremely extensive, unimaginably vast training data.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

It has mined the required template and then it's just reusing it.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

We know that LLMs have a very poor ability to synthesize new program templates like this on the fly or even adapt existing ones.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

They're very much limited to fetching.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

Forget about Google software developers.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

Every human, every day of their lives is full of novel things that they've not been prepared for.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

You cannot navigate your life based on memorization alone.

Dwarkesh Podcast
Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

It's impossible.