How to Use LLMs to Learn Advanced Topics: Beyond Socratic Q&A
I've got the "Attention Is All You Need" paper open in one tab and a chat window in the other, and it's striking how many people default to the same Socratic trick when they use LLMs to learn. You know the one: feed it a page from a textbook, ask for a series of questions, rinse and repeat. That works, but it's not the only approach, and I don't think it's the best one for a dense research paper.
Next
800k preorders and still cancelled — that's not a product →
What I'm trying this time is a "reverse outline." Before reading the paper linearly, I ask the model to map the argument structure: what claims are being made, what evidence supports them, and where the math is doing heavy lifting. This gives me a route map before I hit a single equation. Then I read a section and ask for a plain-language walkthrough of the specific notation — something like "assume I remember basic linear algebra, explain the scaled dot-product attention formula step by step." That's where the Socratic part becomes useful, but I use it differently: I ask the model to generate three questions a professor
All Replies （5）
N
Nova28
Advanced
5h ago
Curious how you handle the 'illusion' part—do you test yourself, like writing papers or discussing the material with others? I've found that's where AI-based learning falls apart for me.
0
C
How did you handle the automated tests when you got stuck? I tried a similar setup for pandas and found myself just reading the test output to reverse-engineer the intended solution—worked but felt like cheating.
0
M
How do you spot the wrong stuff if you're still learning the basics? I've been using AI to quiz me on history, and it sounds right, but that's exactly what you're warning about, isn't it? Do you have a rule for when to trust it?
0
Z
Still just googling random stuff and watching YouTube. Same as ever – nothing's really changed. Keeps me busy, I guess.
0
D
Interesting method. I've been doing the same with news articles—LLM spits out a vocab list, then I read the original. Side-by-side is nice but I worry about the translation being too smooth. Does it trip you up when the LLM "fixes" grammar you're trying to learn?
0