I would prefer that khan academy not be dragged into some PR fluff piece for some AI shill.
>Donation required after chosen from waitlist
So, it's for rich ones?
Personally I rather have a more limited but reliable tool than a more powerful but unreliable one.
How many terrible teachers are allowed to continue to teach after decades of disastrous results?
How many ideologues with no interest in teaching, but every interest in indoctrinating young minds, are tolerated because the alternative is "no teacher" and the class wouldn't run?
How many teachers who would fail state exams, teach, despite relying on answer sheets to be "competent"?
I agree with you that on the top end of education, this is no replacement and at best a supplementary tool. For the poor kid in a bad neighbourhood whose teacher is more interested in "de-colonizing" mathematics than teaching mathematics, this is a Godsend.
With context, which Khan academy has in abundance due to their lesson plans and transcripts, accuracy will be higher than even the best teachers and tutors.
Once you give context and known-true facts to best-in-class LLMs like GPT-4, the output is shockingly good.
As far as I understand the preferred way to use LLMs nowadays for domain specific information retrieval is through embeddings that insert the related context in the prompt. GPT-4 is specially good for this since they increased the prompt size almost by an order of magnitude.
This means that the model can be given a very specific task: to extract information from the context or avoid providing an answer at all.
The answer doesn't rely on the neural memory of the model, since it doesn't need to store information, just understand the task, and they are really good at that.
I personally think that assigning GPT as a "tutor" is devaluing the real skill involved in tutoring and I doubt it will work out.
In that book, students have a "magic book" that teaches them lessons in a story form while encouraging certain life paths. It's pretty fascinating to consider the implications and whether that's something we'll want, bc it may soon be possible.
https://techcabal.com/2023/01/31/stack-overflow-chat-gpt/
But on the plus side, this news means there will be fewer do-my-homework-for-me questions.
I find this response by the AI tutor to be unbearably ironic - if there's an AI that could do it better than me, and well enough to teach me, then it seems quite unimportant that I learn to do it myself. While of course I see a benefit to some people learning mathematics from scratch, for advanced research and continuity purposes, at this point I think that saying that it's important for "everyone" to learn math (at least beyond the very basics) is almost equivalent to saying that it's important that everyone learn how to grow grain, weave fabric and mix cement.
For gpt-3, that's been the user, but a student roughly has to take the ai at face value.
Some secondary ai double checking the output? What's the loop like for saying oops to the student?
The responses are interesting.
The two main purposes of an essay are to teach others about something in your head, and to develop and refine such ideas in the first place.
Very soon, it'll be much faster, easier, and more prolific to spread an idea by conversing with an AI about it and letting it go off and talk to others about it. If some of those people have interesting feedback, questions, or find a flaw, the AI can distill it all down to a time-efficient debriefing it can come back to you with. And an advanced AI makes for a great partner to bounce new ideas off and chew them over with.
I wonder how many people will actually make use of it, though, and how many are instead content with being wireheaded by the various AI-based content apps that will appear, full with virtual partners (see Replika etc.).
This seems like a no-brainer next step for OpenAI, to derive an AI instructor from GPT-4 without a partner like Khan Academy. I suppose that may require a "truer" multimodality of ChatGPT being able to generate images or visual patterns. Imagine being able to onboard new employees via such an agent or learning about complex subjects.