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Meta AI Unleashes Megabyte, a Scalable Model Architecture

artisana.ai

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Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#61
post #42

Earlier quoted context omitted.

The trick is to search HN submissions and filter by the date you remember reading about it. That's how I deal with these unsearchable names.

One step more effective is to keep track of things that keep your interest in a notes app.

not bad, thou you'd still have to search and find it

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#63
post #10

Great paper. But wow, I really wish everyone would use more easily searchable names for their projects. In 6 months, there’s a high probability I’ll end up googling/ddging “megabyte model” trying to find this paper again.

Patchformers

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#66
post #3

My main argument against the AI doomsayers has so far been that the current scaling laws simply make runaway singularity style scenarios algorithmically impossible (if for each step of improvement you need 10x parameters and 100x training, you quickly run into a brick wall). This is part of why I’m not worried about the current crop of generative AI. I am however both curious and concerned about what the tsunami of t…

Do you believe that Moore’s Law (or rather Huang’s Law) will stop being true before AI exceeds human capabilities by orders of magnitude?

We don’t need a runaway singularity for AI to just render human intelligence obsolete.

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#67
post #7

Paper: https://arxiv.org/abs/2305.07185 Wow, seems like Meta AI is so ahead of the curve compared to even Google and OpenAI recently especially with their open sourcing pushes. Great for the research community as a whole!

Meta has no horse in the race (i.e. they don't have a search engine). So, they don't mind throwing random things out. Withholding it won't really make much of a difference for them, as they don't have a way to productionize the tech.

would not be surprised if they integrated a "suggested conversations" feature based on your chat history and behaviour, where the user just picks sentences from a list and both parties can enjoy a effortless "organic" conversation.

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#68
post #15

Earlier quoted context omitted.

> The gap between an LLM and a "human with below average intelligence" is far more than 10x. In which direction? GPT-4 passes the bar exam with a top 10% score. How do you think a human with below average intelligence (or even with average intelligence) would fare? Copilot generates programming code that solves problems, and in most cases the code is correct. It outperforms many junior professional developers. Do you…

> How do you think a human with below average intelligence (or even with average intelligence) would fare? I don't understand what rote memorization to pass a test has to do with intelligence. For the record Kim Kardashian passed the bar; I imagine anyone given the proper motivation and time to study could do it, it's not a hard test. If AGI is a computer passing a test, then AGI was achieved a long time ago. I don't…

Are you saying that Kim Kardashian is stupid?

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#69
post #4

Earlier quoted context omitted.

I don't buy the idea (with either architecture) that "10x"-type scaling is required for another breakthrough. Think of a human with below average intelligence. Then think of a human genius. Now consider how incredibly similar their brains are, despite the massive performance gap. It's not like one has 10x the number of neurons/synapses/connections etc. of the other. They're both healthy human brains, and you need pow…

> Think of a human with below average intelligence. Then think of a human genius. LLMs are not AGI. A human with below average intelligence is still a league above a chimpanzee. A chimpanzee will never be able to read, not because "it's too dumb", but because a chimp's brain lacks the actual hardware for reading. The LLM is the chimpanzee. The gap between an LLM and a "human with below average intelligence" is far mo…

From the origins of the first sentient life on Earth half a billion years ago, our common ancestor with the chimpanzees was 98% of the evolutionary timespan on the way to humans. Do you really want to bank on that last 2% being difficult to match in computers?

Re: Meta AI Unleashes Megabyte, a Scalable Model Architecture

#70
post #3

My main argument against the AI doomsayers has so far been that the current scaling laws simply make runaway singularity style scenarios algorithmically impossible (if for each step of improvement you need 10x parameters and 100x training, you quickly run into a brick wall). This is part of why I’m not worried about the current crop of generative AI. I am however both curious and concerned about what the tsunami of t…

I think you've misunderstood. Megabyte scales better with context window length. I don't know if they're saying the training data / compute are any more efficient.
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