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Corey Knowles

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8326 total appearances
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The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

It is.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

And with that, welcome to The Neuron.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Stefano, it's great to have you.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Excellent.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Well, we're so excited to have you on.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

As I mentioned before we started, I had we chatted in Vegas, did a short interview.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

And I've really been looking forward to this because I just I had so many questions when I walked away still that I was like, oh, we've got to get him on.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

We've got to get him on.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

So I guess to start, would you mind kind of explaining diffusion in a fairly simple way for viewers who maybe aren't familiar?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

And it happens at the speed of lightning.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Wow.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Stefano, what did you, I know you've done a lot of research on this topic along the way.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

What did you see that convinced you diffusion for text was commercially viable now?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

And you've been scaling up from GPT-2 caliber since then, right?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Oh, like parameters and such?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

That's so interesting.

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

I didn't even realize that, that essentially you're still looking at transformer technology, just, just not wrapped in an autoregressive approach, right?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

When we talk about parallel generation, what is parallelized?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Are we talking about tokens, spans, edits?

The Neuron: AI Explained
Diffusion for Text: Why Mercury Could Make LLMs 10x Faster

Is something I maybe don't know about?