this post was submitted on 28 Sep 2025
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There are absolutely people that believe if you tell ChatGPT not to make mistakes that the output is more accurate 😩.. it’s things like this where I kinda hate what Apple and Steve Jobs did by making tech more accessible to the masses
The theory behind this trick is that you are refining the part of its knowledge base it'll use. You are basically saying "most of the examples you were trained on was written by idiots and is full of mistakes, so when you answer my query limit yourself to the examples that have no mistakes". It sounds stupid but apparently, to some extent, it kind of works?
Well, you can get it to output better math by telling it to take a breathe first. It's stupid but LLMS got trained on human data, so it's only fair that it mimics human output
Not to be rude, this is only an observation as an ESL. Just yesterday, someone wrote "I can't breath". Are these two spellings switching places now? I'm seeing it more often.
Nah I just fucked up.
No, it's just a very common mistake. You're right, it's supposed to be the other way around ("breath" is the noun, "breathe" is the verb.)
English spelling is confusing for native speakers, too.
Whilst I’ve avoided LLMs mostly so far, seems like that should actually work a bit. LLMs are imitating us, and if you warn a human to be extra careful they will try to be more careful (usually), so an llm should have internalised that behaviour. That doesn’t mean they’ll be much more accurate though. Maybe they’d be less likely to output humanlike mistakes on purpose? Wouldn’t help much with llm-like mistakes that they’re making all on their own though.
You are absolutely correct and 10 seconds of Google searching will show that this is the case.
You get a small boost by asking it to be careful or telling it that it's an expert in the subject matter. on the "thinking" models they can even chain together post review steps.