[HN Gopher] I quiz ChatGPT about math
       ___________________________________________________________________
        
       I quiz ChatGPT about math
        
       Author : herodotus
       Score  : 34 points
       Date   : 2022-12-15 23:51 UTC (23 hours ago)
        
 (HTM) web link (billwadge.com)
 (TXT) w3m dump (billwadge.com)
        
       | ogogmad wrote:
       | If you read this carefully...                 One way to prove
       | that there are infinitely many prime numbers is by using the
       | concept of contradiction. Suppose that there are only a finite
       | number of prime numbers, say p_1, p_2, ..., p_n. Then consider
       | the number N defined as follows:            N = p_1 * p_2 * ... *
       | p_n + 1            If N is not prime, then it must have a prime
       | divisor p that is not one of the primes p_1, p_2, ..., p_n.
       | However, this contradicts the assumption that there are only
       | finitely many prime numbers, since p is a prime that is not on
       | the list. Therefore, N must be a prime number, which means that
       | there are at least one more prime number beyond the list p_1,
       | p_2, ..., p_n. This contradiction shows that our assumption that
       | there are only finitely many prime numbers must be false, so
       | there must be infinitely many prime numbers.
       | 
       | It's right! But there's a pointless appeal to the primality or
       | non-primality of N. That can be cut out.
        
         | bumbledraven wrote:
         | Good catch. The proof could simply state that, like all
         | integers > 1, N must have a prime divisor, and that divisor
         | cannot be any of the listed primes, since dividing N by any of
         | them leaves remainder 1.
        
       | Waterluvian wrote:
       | I ran into what I think is a fascinating example of a current
       | limitation of it to "understand" (whatever you want that to mean
       | for an AI).
       | 
       | I asked it to make a Python generator that yielded primes. It did
       | so and explained how it worked. It was a very inefficient
       | approach but worked fine and was clean.
       | 
       |  _" Okay, now instead of printing the output, can you write it to
       | a sqlite database?"_ And it modified the code in a pretty good
       | way.
       | 
       |  _" Great, can you modify it so that it only return primes
       | greater than 2?"_ It did so fastidiously, adding a check at the
       | end.
       | 
       |  _" Can a prime number ever be even?"_ It explained that 2 is the
       | only even prime.
       | 
       |  _" Can you modify the function so that it only returns even
       | primes greater than 2?"_ And so it added a conditional check at
       | the end which guaranteed that the function would never return
       | again.
       | 
       | As a bonus, I just asked it again:
       | 
       | "No, prime numbers are defined as positive integers that have
       | exactly two positive integer factors: 1 and themselves. Since
       | even numbers are defined as integers that are divisible by 2,
       | prime numbers can never be even. The first few prime numbers are
       | 2, 3, 5, 7, 11, 13, 17, and 19. All of these numbers are odd."
        
       | rvz wrote:
       | Anyone who has bothered to cut through the hype of ChatGPT, would
       | already have realised that it isn't smart at math and is only
       | regurgitating the results that it has been already been trained
       | on and will present it to you to make itself 'appear'
       | intelligent.
       | 
       | It doesn't even know why it is gives you the wrong answer even
       | when it is presenting the generated output as correct. Like what
       | another commenter said, it has limited or in this case has little
       | to no reasoning; because it is unable to transparently explain
       | itself and cannot present novel solutions to unseen and unsolved
       | problems in mathematics.
       | 
       | ChatGPT is as good as an abacus for mathematics, with the
       | explainability of a brainless parrot.
        
         | jameshart wrote:
         | Nobody has hyped chatGPT as being good at math
        
         | visarga wrote:
         | GPT can be the generative (imagination) part of a system. The
         | second part would be a system to validate. This means you can
         | filter out the junk and keep the good samples, extending the
         | training set. This is how the model can learn by performing
         | massive search for solutions all on its own. A bit like
         | AlphaGo.
         | 
         | So you might want to reevaluate it. It can sample really well,
         | and it is hard to sample coherently in this combinatorial
         | space. Sampling is half the task, validation needs more work.
        
       | SamBam wrote:
       | I was actually very impressed with some math questions it was
       | able to answer for me:
       | 
       |  _S: If flabb means three, snabb means four, and whabb mean five,
       | what is flabb plus whabb?_
       | 
       | If flabb means three, snabb means four, and whabb means five,
       | then flabb plus whabb would be equal to three plus five, or
       | eight. In this made-up numbering system, the words "flabb,"
       | "snabb," and "whabb" represent the numbers three, four, and five,
       | respectively. When these numbers are added together, the result
       | is the number eight.
       | 
       |  _S: If bbb means three, bbbb means four and bbbbb means five,
       | how do you think you would write six?_
       | 
       | If bbb means three, bbbb means four, and bbbbb means five, then
       | six could potentially be represented by the word "bbbbbbb." In
       | this made-up numbering system, the number of "b"s in a word
       | corresponds to the value of the number it represents. Therefore,
       | to represent the number six, one possible way would be to add
       | another "b" to the end of the word for five, which would give us
       | "bbbbbbb" as the representation of six. This is just one possible
       | way to represent six in this numbering system, and there may be
       | other ways to do it as well.
       | 
       |  _S: Why do people argue about the answer of mathematical
       | questions like "8 / 2(2+2)"?_
       | 
       | There are a few reasons why people may argue about the answer to
       | a mathematical question like "8 / 2(2+2)". One reason is that
       | there is more than one wav to interpret the question and arrive
       | at a different answer. For example, some people may interpret the
       | question as "8 / (2 * (2+2))" and arrive at an answer of 1, while
       | others mav interpret it as "(8 / 2) * (2+2)" and arrive at an
       | answer of 16.
        
         | [deleted]
        
         | [deleted]
        
         | SketchySeaBeast wrote:
         | > If flabb means three, snabb means four, and whabb means five,
         | then flabb plus whabb would be equal to three plus five, or
         | eight. In this made-up numbering system, the words "flabb,"
         | "snabb," and "whabb" represent the numbers three, four, and
         | five, respectively. When these numbers are added together, the
         | result is the number eight.
         | 
         | Was its training model a freshman university student trying to
         | get through a 10 page essay?
        
         | kevinventullo wrote:
         | That is very cool, and surprising to me given I was also
         | initially underwhelmed.
         | 
         | One nitpick though: in the second question, although the
         | explanation itself is clean, there appear to be seven b's in
         | its representation of the number six.
        
           | BoppreH wrote:
           | I've heard it's because GPT's input is whole words/tokens,
           | not characters. So it has little insight into their spelling
           | or letter positions, unless it's explicitly mentioned in the
           | training set (e.g. rhymes are easy, counting letters of rare
           | words is hard).
           | 
           | Though this is a specially bad example, surely it had bbbbbb
           | somewhere in it's training set associated with "6".
        
           | wyldfire wrote:
           | > This is just one possible way to represent six in this
           | numbering system, and there may be other ways to do it as
           | well.
           | 
           | Gotta hand it to ChatGPT. It's not wrong.
        
         | wyldfire wrote:
         | > There are a few reasons why people may argue about the answer
         | to a mathematical question like "8 / 2(2+2)". One reason is
         | that there is more than one wav to interpret the question and
         | arrive at a different answer. For example, some people may
         | interpret the question as "8 / (2 * (2+2))" and arrive at an
         | answer of 1, while others mav interpret it as "(8 / 2) * (2+2)"
         | and arrive at an answer of 16.
         | 
         | Wow, this is kinda astonishing. Could it ruminate about the
         | precedence of the operators?
         | 
         | Also: the words "may" and "way" appear as "mav" and "wav" in
         | your text. Is this a problem with your input to the HN comment
         | or did the model really make these textual errors?
        
           | LegitShady wrote:
           | its odd to me that it doesn't explicitly mention 'order of
           | operations'.
        
       | wendyshu wrote:
       | Should say "Lebesgue measure" (or "Borel measure") instead of
       | "measure" a few places
        
       | padjo wrote:
       | If ChatGPT is what we can expect from AI I'm quite afraid. It
       | seems to be usually correct but often spectacularly and
       | confidently wrong. I hope we never give this technology decision
       | making power.
        
         | copperx wrote:
         | Adding a confidence score to every answer doesn't look like an
         | insurmountable problem.
        
       | wslh wrote:
       | This is what we first tried two weeks ago and posted in HN:
       | https://news.ycombinator.com/item?id=33840405
        
       | constantcrying wrote:
       | >Does every set have a measure?
       | 
       | >Not every set has a measure. In order for a set to have a
       | measure, it must satisfy certain properties, such as being
       | countably infinite or having a well-defined notion of "size" or
       | "length." For example, the set of real numbers has a measure
       | (namely, its Lebesgue measure), but the set of all subsets of the
       | real numbers does not have a measure. In general, only certain
       | types of sets can be assigned a measure in a meaningful way.
       | 
       | This response is just nonsense. Very interestingly the question
       | is phrased using colloquial terminology and ChatGPT answers in a
       | way where it talks about the colloquial phrase as if it were real
       | mathematical terminology, in turn getting extremely confused and
       | making stuff up.
       | 
       | (The reason the response is wrong is because the central point is
       | lost. Being _measurable_ is a property of the measure. ChatGPT
       | claims some set isn 't measurable while not naming _under which
       | measure_ , which is just nonsense. In fact the real numbers might
       | "have no measure" e.g. under the empty measure and the set of all
       | subsets of the real numbers might "have a measure" e.g. under the
       | counting measure.)
        
       | [deleted]
        
       | jfzoid wrote:
       | I just tried doing this myself
       | 
       | JFZ: how do we know there are infinitely many primes
       | 
       | ChatGPT: One way to show that there are infinitely many prime
       | numbers is to use the fact that the set of prime numbers is
       | infinite to show that there must be an infinite number of
       | composite numbers as well. Composite numbers are positive
       | integers that have at least one positive integer divisor other
       | than 1 and itself. For example, 4 is a composite number because
       | it can be divided by 2 (and is not prime), and 6 is a composite
       | number because it can be divided by 2 and 3 (and is not prime).
       | 
       | To show that there are infinitely many composite numbers,
       | consider the sequence of numbers 2, 4, 6, 8, 10, 12, 14, 16, and
       | so on. Each of these numbers is composite because it can be
       | divided by 2. Now consider the sequence of numbers 3, 6, 9, 12,
       | 15, 18, 21, 24, and so on. Each of these numbers is composite
       | because it can be divided by 3. And so on. For every prime
       | number, there is an infinite sequence of composite numbers that
       | can be generated by multiplying that prime number by other
       | positive integers.
       | 
       | Since there are infinite sequences of composite numbers, and each
       | composite number is the product of at least two prime numbers
       | (for example, 12 is the product of 2 and 6, which are both prime
       | numbers), there must be an infinite number of prime numbers as
       | well. This is one way to show that there are infinitely many
       | prime numbers, though there are other ways to prove it as well.
       | 
       | (seems hand wavey, and probably wrong though I can't figure out
       | where the flaw is)
       | 
       | JFZ: is A5 a solvable group
       | 
       | Yes, the group A5 (also known as the alternating group on 5
       | elements) is a solvable group. A group is solvable if it can be
       | constructed from simpler groups using only group extensions and
       | group quotients, and if it has a composition series in which each
       | factor is a simple group. (wrong)
       | 
       | The group A5 is the group of even permutations of five objects.
       | It has 60 elements, and it is isomorphic to the group of
       | rotations of a regular dodecahedron. A5 is a simple group, which
       | means that it has no proper normal subgroups (subgroups that are
       | normal in the group but not equal to the group itself). This
       | means that A5 cannot be constructed from simpler groups using
       | group extensions or group quotients. However, it can be shown
       | that A5 has a composition series in which each factor is a simple
       | group, so it is solvable.
       | 
       | In general, many groups that arise in mathematics and physics are
       | solvable, and the study of solvable groups is an important area
       | of research in group theory.
        
         | chrsjxn wrote:
         | The first proof is basically just begging the question.
         | 
         | It says that having infinitely many composite numbers must mean
         | infinitely many factors, and thus infinitely many primes.
         | 
         | But we can construct infinite sets of numbers from finite prime
         | factors easily. [2] and the powers of 2.
         | 
         | Which might be a good starting point to teach someone Euclid's
         | proof that there are infinite primes, but ChatGPT didn't get
         | all the way there.
        
         | dxbydt wrote:
         | Here's a terribly amusing one on Z3.
         | https://imgur.com/a/RZwHkLV
         | 
         | First it says I don't know the answer to 1+2. Then it says
         | ofcourse 1+2 must be 1. In either case, its the same exact
         | question, and if you assert closure on 3 elements, with 1+1=3
         | and 1+3=2, you are left with no choice other than 1+2=1 because
         | closure and Cayley Hamilton. The very first property it lists
         | is closure! So it knows what closure is, but doesn't know how
         | to use it. But give it the answer to 2+1 and suddenly it uses
         | associativity !
        
       | omnicognate wrote:
       | I haven't read through the rest, and I don't particularly mean
       | anything by it as far as GPT's capabilities are concerned, but I
       | can't let a self-described maths PhD calling the answer to the
       | first one "entirely correct" slide.
       | 
       | > is given by the square root of the difference of the squares of
       | the x-coordinates plus the difference of the squares of the
       | y-coordinates.
       | 
       | This would be (in the example it then gives) either `sqrt(x^2 -
       | a^2) + y^2 - b^2` or `sqrt(x^2 - a^2 + y^2 - b^2)`, both entirely
       | incorrect.
       | 
       | Which does illustrate something important about _human_
       | capabilities. A person who knows the right answer is likely to
       | see the right answer when presented with a wrong answer that 's
       | sufficiently close to it.
        
       | eminence32 wrote:
       | My favorite ChatGPT answer about math is:
       | 
       | Me: What is the 19th digit of pi
       | 
       | ChatGPT: The value of pi is approximately 3.14159265359, and the
       | 19th digit is 5. However, it is important to note that the digits
       | of pi continue infinitely, so this is only an approximation of
       | the 19th digit.
        
         | [deleted]
        
       | jameshart wrote:
       | People love pointing out how bad GPT3 is at math - it's just not
       | remotely surprising, though. We all learned a long time ago that
       | just patternmatching isn't enough to solve math questions and we
       | need to actually activate our brains and run algorithms to get
       | valid answers.
       | 
       | Even mathy people fall into this - we all know that some numbers
       | 'look prime'. And up to 100 that instinct can work really well
       | (except for 91).
       | 
       | But we all apply a heuristic for when to stop guessing and start
       | mathing.
       | 
       | But guess what! GPT3 can do that too!
       | 
       | https://twitter.com/goodside/status/1568448128495534081
       | 
       | This thread predates chatgpt - but it really shows that GPT can
       | pretty reliably spot when winging it won't work. And in this
       | case, it could effectively be given the ability to whip out a
       | calculator to figure it out.
       | 
       | (Edited to add)
       | 
       | Found the follow up thread where Riley went into more detail and
       | enhanced the results:
       | 
       | https://twitter.com/goodside/status/1581805503897735168?s=20...
        
       | dxbydt wrote:
       | Here's a very easy middle school competition problem -
       | https://imgur.com/a/YdFSBVY
       | 
       | It repeatedly got the answer wrong. I engaged in a long
       | conversation with it (too long to post) where I tried to convince
       | it that its answer was wrong, but it became quite rude at a
       | certain point & alleged I was trying to trick it or something
       | (?!) so I just gave up. Unfortunately, I was doing the whole
       | exercise in front of my 10 year old who was initially very
       | excited about ChatGPT. After seeing its behavior, he is now
       | convinced that its dumb as dirt.
       | 
       | If you look at the problem, ChatGPT's answer is the 2nd term of
       | the input series! Obviously an all positive series can't have one
       | of its own terms as an answer, the answer better be bigger than
       | each of its terms. So forget about calculation, it has no logical
       | reasoning ability either.
        
         | HDThoreaun wrote:
         | You should basically be thinking of chatGPT as a personal
         | Wikipedia. It has the collective knowledge of the internet. It
         | can still be wrong about fact based questions, but is a good
         | starting point. It's not effective at doing math because that's
         | not what it was designed to do.
        
           | MisterSandman wrote:
           | ChatGPT definitely way more things than Wikipedia does.
        
             | ogogmad wrote:
             | But does it accidentally words as much?
        
           | panic wrote:
           | ChatGPT, the free encyclopedia that no one can edit!
        
           | dxbydt wrote:
           | If I post that same question on Wikipedia and confidently
           | assert the answer is 1, some good Samaritan will edit it
           | within a day & say no dumbass its 6, and then link me to the
           | Talk page & we'll duke it out over there. On ChatGPT, you
           | have no recourse other than the thumb down button. When you
           | give it the right answer it simply refuses to accept! It's
           | sure amusing as an adult, but be aware that several schools
           | (atleast here in the midwest) are discussing this in the
           | classroom - my kid said his teacher was talking about ChatGPT
           | and that's why I proceeded to show what it does. So kids
           | might be quite confused by this behavior. Better to just go
           | with the standard disclaimer "I don't know. As a large
           | language model trained by ClosedAI blah blah blah insert
           | boilerplate here, I can't figure out the answers to basic
           | equations mankind has known for a few centuries now unless
           | more VC money forthcoming. Ask Powell to pause his ratehikes
           | and market shoots back up, we staff up the org with few
           | mathematicians and they'll tell you its 6. Right now its 1,
           | suck it dummy"
        
             | satvikpendem wrote:
             | You're misunderstanding the parent. They mean that in
             | school, teachers tell you to use Wikipedia as simply a
             | starting point rather than an authoritative source (indeed,
             | look at the article's actual sources and references at the
             | bottom and read those), not to literally use Wikipedia to
             | perform mathematical operations.
             | 
             | In the same vein, use ChatGPT but verify its answers.
        
             | HDThoreaun wrote:
             | Well my point is there aren't pages for specific math
             | problems on wikipedia, because that's not the goal of
             | wikipedia. ChatGPT can tell you the rules of algebra, but
             | it's bad at applying them. If you want to solve math
             | problems you should go to wolframalpha.
             | 
             | My personal opinion is that having an encyclopedia that is
             | sometimes wrong is actually incredibly valuable for
             | educating people in the social media age. Distinguishing
             | between content that is true and content that sounds true
             | is a skill that used to be unneeded but is now essentially
             | a requirement to productively participate in society.
             | ChatGPT seems like a decent way to train that skill.
        
           | bawolff wrote:
           | I think that is significantly underselling wikipedia's
           | reliability in practise.
        
             | teawrecks wrote:
             | The point is that Wikipedia is infinitely more fallible
             | than a mathematical equation.
        
               | bawolff wrote:
               | That doesn't make sense. Math equations are expressions
               | of ideas. They can be fallible as much as anything else.
               | Just because 1+1=3 is an equation doesn't make it true.
        
       | evo_9 wrote:
       | Funny I quiz it about Gnosticism and the Uncreated Father. Much
       | more fascinating to find it's non-science-y edges IMO.
        
       | furstenheim wrote:
       | I tried with something that was not so obviously in the training
       | set, the response is terrible
       | 
       | What's the measure of the set of real numbers whose square is
       | between 1 and 4.
       | 
       | The set of real numbers whose square is between 1 and 4 is known
       | as the square root of the interval [1, 4]. It is represented by
       | the notation [?][1, 4].
       | 
       | To find the measure of this set, we can take the square root of
       | each endpoint of the interval and then subtract the smaller value
       | from the larger value. In this case, the measure of the set is
       | [?]4 - [?]1 = 2 - 1 = 1.
       | 
       | Alternatively, we can rewrite the set as the union of two
       | intervals: the set of real numbers whose square is between 1 and
       | 2, and the set of real numbers whose square is between 2 and 4.
       | The measure of the first interval is [?]2 - [?]1 = 1, and the
       | measure of the second interval is [?]4 - [?]2 = 1. Therefore, the
       | measure of the set of real numbers whose square is between 1 and
       | 4 is 1 + 1 = 2.
       | 
       | It's important to note that the set of real numbers whose square
       | is between 1 and 4 is not the same as the set of real numbers
       | between 1 and 4. The set of real numbers whose square is between
       | 1 and 4 consists only of the positive real numbers 1 and 2, while
       | the set of real numbers between 1 and 4 includes all real numbers
       | between 1 and 4, including negative numbers
        
       | CrazyStat wrote:
       | I quizzed ChatGPT about math a few days back. It correctly
       | answers that 1023 is odd, correctly answers that the square of an
       | odd number is also odd, and is about 50/50 on whether it decides
       | 1023^2 is even or odd.
       | 
       | The author of the linked post repeatedly refers to ChatGPT's
       | "reasoning". But ChatGPT doesn't reason, it just generates text.
       | Sometimes that text might look like reasoning to a human--it's
       | the sort of text that a human who reasoned through the question
       | would generate--but there was no reasoning involved. It's
       | important to understand this.
       | 
       | > Based on my teaching experience, I'd say chatGPT scored like a
       | second year math major.
       | 
       | Based on my experience, ChatGPT scored worse than my 5-year-old,
       | who gets the 1023^2 question right every time.
        
         | CrazyStat wrote:
         | Prompt:
         | 
         | > is 1023^2 even or odd?
         | 
         | Response:
         | 
         | > 1023 squared is even because it is equal to 1,046,529, which
         | is an even number. To determine if a number is even or odd, you
         | can check whether it is divisible by 2. If it is divisible by
         | 2, it is even. If it is not divisible by 2, it is odd.
         | 
         | > In general, any number that is a perfect square will be even
         | if the number being squared is odd, and it will be odd if the
         | number being squared is even. This is because odd numbers, when
         | squared, always result in an odd number, and even numbers, when
         | squared, always result in an even number.
        
           | dnissley wrote:
           | Interesting, I got:
           | 
           | > 1023 squared is 1048129, which is an odd number. To
           | determine whether a number is even or odd, you can check
           | whether it is divisible by 2. If it is, it is an even number.
           | If it is not, it is an odd number. In this case, 1048129 is
           | not divisible by 2, so it is an odd number.
        
             | [deleted]
        
             | CrazyStat wrote:
             | Yeah, like I said it's about 50/50 whether it spits out
             | even or odd. Try it a few times and you'll see.
        
         | ablatt89 wrote:
         | I reminds me of study methods that involve "memorizing" as
         | opposed to thinking about the problem, and applying various
         | methods to solve it. It can solve some algorithm problems at a
         | certain level, but struggles at a detailed answer in some
         | scenarios. I guess it's not surprise, given ML is essentially
         | exploring the local solution space of some abstract problem; it
         | reminds me of a Taylor series expansion or a breadth-first
         | search of an abstract problem space.
        
         | HDThoreaun wrote:
         | Your 5 year old is doing number theory? I think I was still
         | working on like counting when I was 5
        
           | CrazyStat wrote:
           | My five year old knows about evens and odds and squares, if
           | that counts as number theory. He's really into
           | multiplication.
        
         | awestroke wrote:
         | How do you know there is no reasoning involved?
        
           | CrazyStat wrote:
           | If there was reasoning it would consistently get the parity
           | of 1023^2 correct.
        
       | alar44 wrote:
       | These threads are getting tiring. Yes, ChatGPT is shitty at math.
       | It's not supposed to be good at it. It's really good at what 99%
       | of the population throws at it, but of course the internet dorks
       | are huffing and puffing that it can't do advanced math or doesn't
       | know some obscure theorem. No one cares and it's not the point.
        
       | LWIRVoltage wrote:
       | After reading so much here and this , about chatGPT- I have a
       | feeling what will be needed for AI- is teachers.
       | 
       | As it gets smarter and actually gets better reasoning, and
       | capability- the way to keep AI sane and kind, will be to try to
       | teach it like a person, with it putting importance on lessons
       | from designated teachers even more, than it's weight in casual
       | conversation , generally.
       | 
       | I think i forsee teachers being hired to teach AI, not just
       | humans. Though how much AI will benefit from it will depend on
       | their level But we'll have to get to that point first, as i read
       | attempts to teach ChatGPT having odd results , which of course
       | reveal what it can't do-yet.
       | 
       | At some point, we're going to have to intentionally educate AI- i
       | feel like giving them knowledge in a similar manner is not talked
       | about enough, even if some feel teaching AI like we do people
       | isn't necessary due to AI's other abilities
       | 
       | I don't think i've seen others here consider the idea of seeing
       | the o
        
         | CuriouslyC wrote:
         | You mean better data set curation and annotation? That's pretty
         | much how you teach AI.
         | 
         | It would be funny to have a chatbot interface to the chatbot
         | training dataset.
        
       | Jensson wrote:
       | > Substituting our values into this formula, we get: x1 = (3 +
       | (10 / 3)) / 2 = 5
       | 
       | This is really wrong, why didn't the poster notice this? They
       | just said
       | 
       | > 3.4 is not a very good approximation but other than that the
       | response is correct.
       | 
       | No, Newtons method produces a really good approximation for
       | square root very quickly, ChatGPT didn't do the method correctly
       | which is why the result is so bad. People who can't instantly
       | spot those mistakes shouldn't use ChatGPT, and people who can
       | spot them instantly doesn't need to use ChatGPT.
        
         | majikandy wrote:
         | I spotted that too, also the next iteration is 3.5 even though
         | 5 should have never been fed in?
        
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