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Wait a second here... I skimmed the paper and GitHub and didn't find an answer to a very important question: is this GPT3.5 or 4? There's a huge difference in code quality between the two and either they made a giant accidental omission or they are being intentionally misleading. Please correct me if I missed where they specified that. I'm assuming they were using GPT3.5, so yeah those results would be as expected. On the HumanEval benchmark, GPT4 gets 67% and that goes up to 90% with reflexion prompting. GPT3.5 gets 48.1%, which is basically what this paper is saying. (source.
ChatGPT is 3.5, 4 is just called GPT4
Hmm that's incorrect. ChatGPT (if you pay for it) does both.
I'm talking about the models and how they're written about in the literature. I don't care how OpenAI brands their products.
From the paper itself:
https://arxiv.org/pdf/2308.02312.pdf
Oh ok! Got it. I read it as you saying ChatGPT doesn't use GPT 4. It's still unclear what they used for part of it because of the bit before the part you quoted:
It doesn't say if it's 4 or 3.5, but I'm going to assume 3.5. Anyway, in the end they got the same result for GPT 3.5 that it gets on HumanEval, which isn't anything interesting. Also, GPT 4 is much better, so I'm not really sure what the point is. Their stuff on the analysis of the language used in the questions was pretty interesting though.
Also, thanks for finding their mention of 3.5. I missed that in my skim through obviously.
For sure, no worries. I had the same questions as you when reading it. Fwiw, the paper is really kind of sloppy. I think it's maybe a case of poor students not wanting to pay for GPT-4? Maybe they'll clean it up and respond to some of the criticisms when it comes out of draft, but it doesn't seem like very rigorous scholarship to me.
Yeah I think you're right on about the students not being able to afford GPT4 (I don't blame them. The API version gets expensive quick). I agree though that it doesn't seem super well put together.
Whatever GitHub Copilot uses (the version with the chat feature), I don't find its code answers to be particularly accurate. Do we know which version that product uses?
If we are talking Copilot then that's not ChatGPT. But I agree it's ok. Like it can do simple things well but I go to GPT 4 for the hard stuff. (Or my own brain haha)
Is GPT4 publicly available?
Yes... If you pay $20 a month
Yes available to anyone in the API or anyone who pays for ChatGPT subscription.
Oh that's possible, not sure which one they used either.