Monday, February 5, 2024

OpenAI Co-Founder Ilya Sutskever on the mystical powers of artificial neural nets

Transcription (which I found here):

Ilya Sutskever: I challenge the claim that next-token prediction cannot surpass human performance. On the surface, it looks like it cannot. It looks like if you just learn to imitate, to predict what people do, it means that you can only copy people. But here is a counter argument for why it might not be quite so. If your base neural net is smart enough, you just ask it — What would a person with great insight, wisdom, and capability do? Maybe such a person doesn’t exist, but there’s a pretty good chance that the neural net will be able to extrapolate how such a person would behave. Do you see what I mean?

Dwarkesh Patel: Yes, although where would it get that sort of insight about what that person would do? If not from…

Ilya Sutskever: From the data of regular people. Because if you think about it, what does it mean to predict the next token well enough? It’s actually a much deeper question than it seems. Predicting the next token well means that you understand the underlying reality that led to the creation of that token. It’s not statistics. Like it is statistics but what is statistics? In order to understand those statistics to compress them, you need to understand what is it about the world that creates this set of statistics? And so then you say — Well, I have all those people. What is it about people that creates their behaviors? Well they have thoughts and their feelings, and they have ideas, and they do things in certain ways. All of those could be deduced from next-token prediction. And I’d argue that this should make it possible, not indefinitely but to a pretty decent degree to say — Well, can you guess what you’d do if you took a person with this characteristic and that characteristic? Like such a person doesn’t exist but because you’re so good at predicting the next token, you should still be able to guess what that person who would do. This hypothetical, imaginary person with far greater mental ability than the rest of us

Yikes! If a stream of tokens is the only thing the machine has access to, then just how is it to divine the underlying reality? It's basing its predictions on its experience of the token stream, nothing else, N O T H I N G. These folks seem deeply enmeshed in what I've been calling the word illusion in a number of posts. 

This is the A.I. equivalent of believing the earth is flat.

1 comment:

  1. Maybe Ilya is a fan of John Wheeler;
    Ilya: "Like such a person doesn’t exist but because you’re so good at predicting the next token, you should still be able to guess what that person who would do."

    Wheeler:
    "In developing the Participatory Anthropic Principle, an interpretation of quantum mechanics, Wheeler used a variant on Twenty Questions, called Negative Twenty Questions"
    https://en.wikipedia.org/wiki/John_Archibald_Wheeler

    ReplyDelete