I love to show that kind of shit to AI boosters. (In case you're wondering, the numbers were chosen randomly and the answer is incorrect).
They go waaa waaa its not a calculator, and then I can point out that it got the leading 6 digits and the last digit correct, which is a lot better than it did on the "softer" parts of the test.
As usual with chatbots, I'm not sure whether it is the wrongness of the answer itself that bothers me most or the self-confidence with which said answer is presented. I think it is the latter, because I suspect that is why so many people don't question wrong answers (especially when they're harder to check than a simple calculation).
The other interesting thing is that if you try it a bunch of times, sometimes it uses the calculator and sometimes it does not. It, however, always claims that it used the calculator, unless it didn't and you tell it that the answer is wrong.
I think something very fishy is going on, along the lines of them having done empirical research and found that fucking up the numbers and lying about it makes people more likely to believe that gemini is sentient. It is a lot weirder (and a lot more dangerous, if someone used it to calculate things) than "it doesn't have a calculator" or "poor LLMs cant do math". It gets a lot of digits correct somehow.
Frankly this is ridiculous. They have a calculator integrated in the google search. That they don't have one in their AIs feels deliberate, particularly given that there's a plenty of LLMs that actually run calculator almost all of the time.
edit: lying that it used a calculator is rather strange, too. Humans don't say "code interpreter" or "direct calculator" when asked to multiply two numbers. What the fuck is a "direct calculator"? Why is it talking about "code interpreter" and "direct calculator" conditionally on there being digits (I never saw it say that it used a "code interpreter" when the problem wasn't mathematical), rather than conditional on there being a [run tool] token outputted earlier?
The whole thing is utterly ridiculous. Clearly for it to say that it used a "code interpreter" and a "direct calculator" (what ever that is), it had to be fine tuned to say that. Consequently to a bunch of numbers, rather than consequently to a [run tool] thing it uses to run a tool.
edit: basically, congratulations Google, you have halfway convinced me that an "artificial lying sack of shit" is possible after all. I don't believe that tortured phrases like "code interpreter" and a "direct calculator" actually came from the internet.
These assurances - coming from an "AI" - seem like they would make the person asking the question be less likely to double check the answer (and perhaps less likely to click the downvote button), In my book this would qualify them as a lie, even if I consider LLM to not be any more sentient than a sack of shit.
Code Interpreter was the name for the thing that ChatGPT used to run python code.
So, yeah, still taken from the internet.
Hmm, fair point, it could be training data contamination / model collapse.
It's curious that it is a lot better at converting free form requests for accuracy, into assurances that it used a tool, than into actually using a tool.
And when it uses a tool, it has a bunch of fixed form tokens in the log. It's a much more difficult language processing task to assure me that it used a tool conditionally on my free form, indirect implication that the result needs to be accurate, than to assure me it used a tool conditionally on actual tool use.
The human equivalent to this is "pathological lying", not "bullshitting". I think a good term for this is "lying sack of shit", with the "sack of shit" specifying that "lying" makes no claim of any internal motivations or the like.
edit: also, testing it on 2.5 flash, it is quite curious: https://g.co/gemini/share/ea3f8b67370d . I did that sort of query several times and it follows the same pattern: it doesn't use a calculator, it assures me the result is accurate, if asked again it uses a calculator, if asked if the numbers are equal it says they are not, if asked which one is correct it picks the last one and argues that the last one actually used a calculator. I hadn't ever managed to get it to output a correct result and then follow up with an incorrect result.
edit: If i use the wording of "use an external calculator", it gives a correct result, and then I can't get it to produce an incorrect result to see if it just picks the last result as correct, or not.
I think this is lying without scare quotes, because it is a product of Google putting a lot more effort into trying to exploit Eliza effect to convince you that it is intelligent, than into actually making an useful tool.
Math is really easy to do in Python. So if it did have access to a Python interpreter it could write one line, print(number*number) to calculate something. And the answer would be correct.