Using Claude or Perplexity to Read a Paper

Ten years ago, reading your first ML paper meant keeping six browser tabs open to Wikipedia. Today, you can paste a paper into Claude or point Perplexity at it and ask questions until you understand.

Prompts that work

1. 1Summarize this paper in one paragraph for a high-school student
2. 2What is the single most surprising result here?
3. 3What baselines did the authors compare against? Are any missing?
4. 4What are the three biggest limitations of this work?
5. 5Explain this equation with a concrete numerical example

Where AI goes wrong

• It can hallucinate results or misstate numbers — always verify from the paper
• It may miss context from the paper's figures
• It tends to be optimistic about claims — ask it to steel-man critics
• It may not know about very recent developments

“If you cannot explain it simply, you do not understand it well enough.”

The big idea: AI makes dense papers approachable. Use it to scaffold understanding, then close the tab and re-explain the paper yourself.