#[SUPPORT - IDEA] researchGEN

38 messages · Page 1 of 1 (latest)

oak sequoia
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Hi guys! I would love your help to develop a small educational project.

The idea is to completely dismantle the current educational system, using tools like OpenIA (ChatGPT...), to create a research paper using the scientific method completely synthesized by an AI, with references, experimental part...

Generating a 40 pages paper.

Can you think of anything?

blazing minnow
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so... you want to make research papers minus the research?

oak sequoia
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It is only the experimental part of a much larger work. The concept is to demonstrate that it can or cannot be done.

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As a model I had thought of using gpt4-32k (I have access to it).

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The problem is that I don't know how to handle the request and prompts system to get a meaningful response.

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Above all, because of the issue of context

blazing minnow
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yep, your main problem on that is simply the fact that the you can't fit that much text into 32K tokens
it will require a smart chunking of the requests and some prompt engeneering for the sections of the ""paper"" it wil be writing

oak sequoia
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I don't quite know how to handle it

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Obviously this will only serve to demonstrate that an AI is not yet capable of replacing a good researcher, the idea is to prove it somehow.

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A few months ago I managed to generate something with gpt3.5-turbo, and the results without having a context and only with the inputs from an input index were not too bad, but the sentences always ended with "finally", "in summary", and they were all exactly the same length. So I think yes, it will be a big challenge.

blazing minnow
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when I have this sort of problem I usually use the AI to summarize the big chunks of text, so it knows the bullet points of what it already generated, that way, it can coherently reference previous text or avoid repeating itself when generating

oak sequoia
oak sequoia
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@blazing minnow

blazing minnow
oak sequoia
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I can't get it to generate more than 3 lines 😦

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I am desperate

oak sequoia
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@blazing minnow

blazing minnow
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hello

stoic tundra
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You need to stack it with the information it needs from the real sources. That keeps it from fabulating.

oak sequoia
stoic tundra
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It's a mirror. Give it the kind of thing you want with the code converter, say: completely understand the structure of this document. Then take your time, think about it, and create a text file that replicates the structure but with x topic? The way to figure it out is to endlessly bang your head against it with lateral approaches. It's demigod smart, but only if you ask it in a way that indicates the style of response you want.

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Ask it directly what you want and say "What am I missing here?" Give it your full context.

oak sequoia
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Code converter? I can't afford the PRO

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Or use the API frequently for testing (due to high costs).

stoic tundra
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Then you can feed it a table of contents and some chunks. The PRO is gonna be necessary to get it really smart, but there are hacks around. The problem is the context issue. I just needs to know what you want

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3.5 isn't bright enough for writing a paper you'd want to sign your name to.

oak sequoia
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What I have done is to do some work on how LLMs work and check whether or not they can generate a scientific research paper.

stoic tundra
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Keep poking at it. Each of the models shows its own weaknesses through asking it to do what you think are impossible things. In GPT4, just defining how much output you want with each one helps.

oak sequoia
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The API can be accessed by other methods, yes, I know. But I want to be "legal".

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But how do I test it, without access to the API? At most I can do a generation. No more

stoic tundra
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THink it all through, then DM me your ideas. I'll do a couple of rounds of input. You'd need to tell me your full context for wanting the paper and what it can do. I can dump it into Plus, which is very close to the API, just in a box with a leash on.

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Is this a school paper or for what? But yeah, we can take it off this forum if you're interested. Otherwise, ask in the 3 forums, if that's what you're using.

oak sequoia
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I explain everything to you privately