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by killerstorm 734 days ago
I won't be surprised if GPT-5 would be able to do it: it knows that it's LLM, so it knows its limitations. It can write code to pre-process input in a format which is better understood, etc.

https://chatgpt.com/share/2fde1db5-00cf-404d-9ae5-192aa5ac90...

GPT-4 created a plan very similar to the article, i.e. it also suggested using Python to pre-process data. It also suggested using program synthesis. So I'd say it's already 90% there.

> "Execute the synthesized program on the test inputs."

> "Verify the outputs against the expected results. If the results are incorrect, iteratively refine the hypotheses and rules."

So people saying that it's ad-hoc are wrong. LLMs know how to solve these tasks, they are just not very good at coding, and iterative refinement tooling is in infancy.