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Ask ChatGPT or any other LLMs to give you ten random numbers between 0 an 9, and it will give you each number once (most of the time). At most, one of the digits may appear twice in my experience.

Actually, when I just verified it, I got these:

Prompt: "Give me ten random numbers between 0 and 9."

> 3, 7, 1, 9, 0, 4, 6, 2, 8, 5 (ChatGPT, 5.3 Instant)

> 3, 7, 1, 8, 4, 0, 6, 2, 9, 5 (Claude - Opus 4.6, Extended Thinking)

These look really random.

Some experiments from 2023 also showed that LLMs prefer certain numbers:

https://xcancel.com/RaphaelWimmer/status/1680290408541179906



"These look really random" - I hope I missed your sarcasm.

That is so far from random.

Think of tossing a coin and getting ten heads in a row.

The probability of not repeating numbers in 10 numbers out of 10 is huge, and not random.

Randomness is why there is about a 50% chance of 2 people in a class of about thirty having a birthday on the same day.

Apple had to nerf their random play in iPod because songs repeated a lot.

Randomness clusters, it doesn't evenly distribute across its range, or it's not random.


Oh yes, /s.

(I thought this was obvious and absolutely agree with your explanation.)


Well there is https://en.wikipedia.org/wiki/Benford%27s_law .

All digits do not appear in equal frequency in real world in the first place.


They can't be random, that's not how a stochastic model produces tokens. Unless the models in question are using a tool call for it, the result will very likely carry bias


They won't repeat numbers because that might make you mad. I tried with Gemini 3.0 to confirm.




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