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Car Wash Test on 53 leading AI models: "I want to wash my car. The car wash is 50 meters away. Should I walk or drive?"
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fubarx lemmy.world fubarx@lemmy.world
Joined: 2024-06-07
Quote

Screenshot of this question was making the rounds last week. But this article covers testing against all the well-known models out there.

Also includes outtakes on the 'reasoning' models.

715   Original
Rimu piefed.social rimu@piefed.social
Joined: 2024-01-04
#2 · Quote Reply

Very interesting that only 71% of humans got it right.

169
Rentlar lemmy.ca Rentlar@lemmy.ca
Joined: 2023-03-14
#3 · Quote Reply

Kinda neat about the human responses... sure some are trolling but maybe we have to test our global expectations. In North America, a car wash tends to be this garage thing with either automated cleaning or a set of supplies to clean your car, and your car has to be in the shed to be cleaned effectively. But if washing your car by hand is the norm, I wonder if people in some countries surmise that the cleaning staff could just walk over with the sponges, buckets and hoses and stuff to the car, if you're already 50 metres away from the washing point.

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aloofPenguin piefed.world aloofPenguin@piefed.world
Joined: 2026-01-05
#4 · (edited) Quote Reply

I tried this with a local model on my phone (qwen 2.5 was the only thing that would run, and it gave me this confusing output (not really a definite answer...):
JqCAI6rs6AQYacC.jpg

it just flip flopped a lot.

E: also, looking at the response now, the numbers for the car part doesn't make any sense

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ryannathans aussie.zone ryannathans@aussie.zone
Joined: 2023-09-20
#5 · Quote Reply

Opus 4.6 has been excellent at problem solving in software development, no surprises it nails it

It's no surprise public opinion is these tools are trash when the free models are unable to answer simple questions

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FaceDeer fedia.io FaceDeer@fedia.io
Joined: 2024-03-03
#6 · Quote Reply

Very interesting that only 71% of humans got it right.

And that score is matched by GPT-5. Humans are running out of "tricky" puzzles to retreat to.

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miraclerandy lemmy.world miraclerandy@lemmy.world
Joined: 2023-06-23
#7 · Quote Reply

Gemini set to fast now provides this type of answer.

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nomnomdeplume lemmy.world nomnomdeplume@lemmy.world
Joined: 2023-07-21
#8 · (edited) Quote Reply

I think there are a lot of implicit assumptions in such a short prompt.

Is it a self-service car wash? If not, walking to the attendant and handing them your keys makes more sense.

If it is self-service without queuing, there may be no available spaces/the bay may not be open, requiring some awkward maneuvering.

If you change it to something like:

I want to wash my car. The unattended, self-service car wash is 50 meters away. All of the bays are clear and open. Should I walk or drive? Break each option down into steps, and estimate the amount of time each takes.

You're more likely to get correct responses.

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shortwavesurfer lemmy.zip shortwavesurfer@lemmy.zip
Joined: 2024-01-08
#9 · Quote Reply

I'm going to have to read this, because my knee jerk reaction answer is that it depends on what type of wash you want to give the car. If you want to give the car an actual wash at the car wash, you're going to have to drive it. But if you're wanting to wash it at home, then it doesn't matter how far the car wash is away. Because you can just walk out your front door and grab your water hose. and soap and shit.

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Snot Flickerman lemmy.blahaj.zone SnotFlickerman@lemmy.blahaj.zone
Joined: 2023-10-24
#10 · (edited) Quote Reply

Very interesting that only 71% of humans got it right.

I mean, I've been saying this since LLMs were released.

We finally built a computer that is as unreliable and irrational as humans... which shouldn't be considered a good thing.

I'm under no illusion that LLMs are "thinking" in the same way that humans do, but god damn if they aren't almost exactly as erratic and irrational as the hairless apes whose thoughts they're trained on.

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Snot Flickerman lemmy.blahaj.zone SnotFlickerman@lemmy.blahaj.zone
Joined: 2023-10-24
#11 · (edited) Quote Reply

I think there are a lot of implicit assumptions in such a short prompt. Is it a self-service car wash? If not, walking to the attendant and handing them your keys makes more sense. If it is self-service without queuing, there may be no available spaces/the bay may not be open, requiring some awkward maneuvering. If you change it to something like: I want to wash my car. The unattended, self-ser...

Part of a properly functioning LLM is absolutely it understanding implicit instructions. That's a huge aspect of data annotation work in helping LLMs become better tools, is grading them on either understanding or lack of understanding of implicit instructions. I would say more than half of the work I have done in that arena has focused on training them to more clearly understand implicit instructions.

So sure, if you explain it like the LLM is a five year old human, you'll get a better response, but the whole point is if we're dumping so much money, resources, destroying the environment, and consumer electronics market for these tools, you shouldn't have to explain it like it's five.

Seriously what is the point of trashing the planet for this shit if you have to talk to it like it's the most oblivious person alive and practically hold it's hand for it to understand implicit concepts?

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Peekashoe lemmy.wtf Peekashoe@lemmy.wtf
Joined: 2026-02-17
#12 · Quote Reply

I mean, I've been saying this since LLMs were released. We finally built a computer that is as unreliable and irrational as humans... which shouldn't be considered a good thing. I'm under no illusion that LLMs are "thinking" in the same way that humans do, but god damn if they aren't almost exactly as erratic and irrational as the hairless apes whose thoughts they're trained on.

Yeah, the article cites that as a control, but it's not at all surprising since "humanity by survey consensus" is accurate to how LLM weighting trained on random human outputs works.

It's impressive up to a point, but you wouldn't exactly want your answers to complex math operations or other specialized areas to track layperson human survey responses.

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NaibofTabr infosec.pub NaibofTabr@infosec.pub
Joined: 2023-06-18
#13 · Quote Reply

Opus 4.6 has been excellent at problem solving in software development, no surprises it nails it It's no surprise public opinion is these tools are trash when the free models are unable to answer simple questions

It's no surprise public opinion is these tools are trash when the free models are unable to answer simple questions

The tools are trash not because they are unreliable but because they are actively destroying human society and culture. They are destroying art, science, journalism, open source software, the internet at large, and the environment we all live in. It wouldn't matter if the generative models were accurate, they would still be garbage.

The fact that they are unreliable just serves to highlight what a colossally destructive waste of time and resources this entire exercise has been.

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First_Thunder lemmy.zip First_Thunder@lemmy.zip
Joined: 2025-06-26
#14 · Quote Reply

And that score is matched by GPT-5. Humans are running out of "tricky" puzzles to retreat to.

What this shows though is that there isnโ€™t actual reasoning behind it. Any improvements from here will likely be because this is a popular problem, and results will be brute forced with a bunch of data, instead of any meaningful change in how they โ€œthinkโ€ about logic

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crunchy lemmy.dbzer0.com crunchy@lemmy.dbzer0.com
Joined: 2025-05-28
#15 · Quote Reply

I tried this with a local model on my phone (qwen 2.5 was the only thing that would run, and it gave me this confusing output (not really a definite answer...): it just flip flopped a lot. E: also, looking at the response now, the numbers for the car part doesn't make any sense

Honestly that's a lot more coherent than what I would expect from an LLM running on phone hardware.

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realitista lemmus.org realitista@lemmus.org
Joined: 2025-07-19
#16 · Quote Reply

And that score is matched by GPT-5. Humans are running out of "tricky" puzzles to retreat to.

You're getting downvoted but it's true. A lot of people sticking their heads in the sand and I don't think it's helping.

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realitista lemmus.org realitista@lemmus.org
Joined: 2025-07-19
#17 · Quote Reply

Gemini set to fast now provides this type of answer.

Extension cord? It must mean a hose extension.

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Fizz lemmy.nz Fizz@lemmy.nz
Joined: 2023-06-12
#18 · Quote Reply

Opus 4.6 has been excellent at problem solving in software development, no surprises it nails it It's no surprise public opinion is these tools are trash when the free models are unable to answer simple questions

The free models feel years behind so people constantly underestimate what its capable of. I still hear people say ai can't generate fingers.

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FaceDeer fedia.io FaceDeer@fedia.io
Joined: 2024-03-03
#19 · Quote Reply

You're getting downvoted but it's true. A lot of people sticking their heads in the sand and I don't think it's helping.

Yeah, "AI is getting pretty good" is a very unpopular opinion in these parts. Popularity doesn't change the results though.

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alonsohmtz feddit.uk alonsohmtz@feddit.uk
Joined: 2026-02-17
#20 · (edited) Quote Reply

It's no surprise public opinion is these tools are trash when the free models are unable to answer simple questions The tools are trash not because they are unreliable but because they are actively destroying human society and culture. They are destroying art, science, journalism, open source software, the internet at large, and the environment we all live in. It wouldn't matter if the generati...
[removed by moderator]
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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#21 · Quote Reply

Yeah, "AI is getting pretty good" is a very unpopular opinion in these parts. Popularity doesn't change the results though.

Its unpopular because its wrong.

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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#22 · Quote Reply

[removed by moderator]

"Idiot who only looks at mainstream sellouts calls all art culture sellouts"

๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚

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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#23 · Quote Reply

I think there are a lot of implicit assumptions in such a short prompt. Is it a self-service car wash? If not, walking to the attendant and handing them your keys makes more sense. If it is self-service without queuing, there may be no available spaces/the bay may not be open, requiring some awkward maneuvering. If you change it to something like: I want to wash my car. The unattended, self-ser...

You shouldnt have to. If you ask a person that question theyll respond "what good is walking to the car wash, dumbass," if AI can't figure that out its trash

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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#24 · Quote Reply

Kinda neat about the human responses... sure some are trolling but maybe we have to test our global expectations. In North America, a car wash tends to be this garage thing with either automated cleaning or a set of supplies to clean your car, and your car has to be in the shed to be cleaned effectively. But if washing your car by hand is the norm, I wonder if people in some countries surmise t...

Ain't no business is gonna let employees LEAVE the property to wash some idiots car down the road

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MangoCats feddit.it MangoCats@feddit.it
Joined: 2025-02-05
#25 · Quote Reply

I mean, I've been saying this since LLMs were released. We finally built a computer that is as unreliable and irrational as humans... which shouldn't be considered a good thing. I'm under no illusion that LLMs are "thinking" in the same way that humans do, but god damn if they aren't almost exactly as erratic and irrational as the hairless apes whose thoughts they're trained on.

which shouldnโ€™t be considered a good thing.

Good and bad is subjective and depends on your area of application.

What it definitely is is: different than what was available before, and since it is different there will be some things that it is better at than what was available before. And many things that it's much worse for.

Still, in the end, there is real power in diversity. Just don't use a sledgehammer to swipe-browse on your cellphone.

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southsamurai (he/him/pronoun agnostic) sh.itjust.works southsamurai@sh.itjust.works
Joined: 2023-06-19
#26 · (edited) Quote Reply

I'm going to have to read this, because my knee jerk reaction answer is that it depends on what type of wash you want to give the car. If you want to give the car an actual wash at the car wash, you're going to have to drive it. But if you're wanting to wash it at home, then it doesn't matter how far the car wash is away. Because you can just walk out your front door and grab your water hose. a...

https://sh.itjust.works/comment/23942074

They said it better than I can

But I also get where you're coming from; the prompt itself is weak and leaves several assumptions out that would make better answers possible from an llm.

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MangoCats feddit.it MangoCats@feddit.it
Joined: 2025-02-05
#27 · Quote Reply

What this shows though is that there isnโ€™t actual reasoning behind it. Any improvements from here will likely be because this is a popular problem, and results will be brute forced with a bunch of data, instead of any meaningful change in how they โ€œthinkโ€ about logic

Plenty of people employ faulty reasoning every single day of their lives...

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MangoCats feddit.it MangoCats@feddit.it
Joined: 2025-02-05
#28 · Quote Reply

Its unpopular because its wrong.

It's overhyped in many areas, but it is undeniably improving. The real question is: will it "snowball" by improving itself in a positive feedback loop? If it does, how much snow covered slope is in front of it for it to roll down?

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MangoCats feddit.it MangoCats@feddit.it
Joined: 2025-02-05
#29 · Quote Reply

I tried this with a local model on my phone (qwen 2.5 was the only thing that would run, and it gave me this confusing output (not really a definite answer...): it just flip flopped a lot. E: also, looking at the response now, the numbers for the car part doesn't make any sense

I notice that the "internal thinking" of Opus 4.6 is doing more flip-flopping than earlier modelss like Sonnet 4.5, and it's coming out with correct answers in the end more often.

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AbidanYre lemmy.world AbidanYre@lemmy.world
Joined: 2023-06-14
#30 · (edited) Quote Reply

I tried this with a local model on my phone (qwen 2.5 was the only thing that would run, and it gave me this confusing output (not really a definite answer...): it just flip flopped a lot. E: also, looking at the response now, the numbers for the car part doesn't make any sense

I like that it's twice as far to drive for some reason. Maybe it's getting added to the distance you already walked?

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NewNewAugustEast lemmy.zip NewNewAugustEast@lemmy.zip
Joined: 2025-06-19
#31 · (edited) Quote Reply

You shouldnt have to. If you ask a person that question theyll respond "what good is walking to the car wash, dumbass," if AI can't figure that out its trash

A person would look at you like you are an idiot if you asked this question.

The AI tool I asked said walking saves money, gets excersise etc.

Asked about the car and it said the car is at the car wash, otherwise why would you ask how to get there?

This is like one of those gatcha questions people ask each other, otherwise it's just a dumb question, because you didn't ask how the car should get to the car wash, you asked how you will get there.

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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#32 · Quote Reply

A person would look at you like you are an idiot if you asked this question. The AI tool I asked said walking saves money, gets excersise etc. Asked about the car and it said the car is at the car wash, otherwise why would you ask how to get there? This is like one of those gatcha questions people ask each other, otherwise it's just a dumb question, because you didn't ask how the car should get...

Missing the point. Any person would know walking to the car wash isn't reasonable. You shouldn't have to craft a perfectly tailored prompt for AI to realize that. If you think this is a gatcha, then whoah boy, I've got a bridge to well ya!

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Lost_My_Mind lemmy.world Lost_My_Mind@lemmy.world
Joined: 2024-05-07
#33 · Quote Reply

Very interesting that only 71% of humans got it right.

As someone who takes public transportation to work, SOME people SHOULD be forced to walk through the car wash.

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ToTheGraveMyLove sh.itjust.works ToTheGraveMyLove@sh.itjust.works
Joined: 2026-01-29
#34 · Quote Reply

It's overhyped in many areas, but it is undeniably improving. The real question is: will it "snowball" by improving itself in a positive feedback loop? If it does, how much snow covered slope is in front of it for it to roll down?

I think its far more likely to degrade itself in a feedback loop.

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Lost_My_Mind lemmy.world Lost_My_Mind@lemmy.world
Joined: 2024-05-07
#35 · Quote Reply

which shouldnโ€™t be considered a good thing. Good and bad is subjective and depends on your area of application. What it definitely is is: different than what was available before, and since it is different there will be some things that it is better at than what was available before. And many things that it's much worse for. Still, in the end, there is real power in diversity. Just don't use a ...

I asked Lars Ulrich to define good and bad. He said...

FIRE GOOD!!! NAPSTER BAD!!! OOOOH FIRE HOT!!! FIRE BAD!!! FIIIRRREEE BAAAAAAAD!!!!

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NaibofTabr infosec.pub NaibofTabr@infosec.pub
Joined: 2023-06-18
#36 · Quote Reply

[removed by moderator]

The fact is AI can make as-good or better art than most "artists" because most "art" is just cookie-cutter shit for morons.

This is an obvious misstatement. If you actually believe this then you're not qualified to have opinions on art in general.

"AI" (in this context meaning generative algorithms, because there is no intelligence) can no more "make art" than it can think, or care.

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Greg Fawcett piefed.social Greg Fawcett@piefed.social
Joined: 2024-01-07
#37 · Quote Reply

What worries me is the consistency test, where they ask the same thing ten times and get opposite answers.

One of the really important properties of computers is that they are massively repeatable, which makes debugging possible by re-running the code. But as soon as you include an AI API in the code, you cease being able to reason about the outcome. And there will be the temptation to say "must have been the AI" instead of doing the legwork to track down the actual bug.

I think we're heading for a period of serious software instability.

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๐ŸŒž Alexander Daychilde ๐ŸŒž lemmy.world daychilde@lemmy.world
Joined: 2023-06-13
#38 · Quote Reply

Very interesting that only 71% of humans got it right.

I'm not afraid to say that it took me a sec. My brain went "short distance. Walk or drive?" and skipped over the car wash bit at first. Then I laughed because I quickly realized the idiocy. :shrug:

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๐ŸŒž Alexander Daychilde ๐ŸŒž lemmy.world daychilde@lemmy.world
Joined: 2023-06-13
#39 · Quote Reply

I think there are a lot of implicit assumptions in such a short prompt. Is it a self-service car wash? If not, walking to the attendant and handing them your keys makes more sense. If it is self-service without queuing, there may be no available spaces/the bay may not be open, requiring some awkward maneuvering. If you change it to something like: I want to wash my car. The unattended, self-ser...

You have to have the car there no matter what type of car wash it is.

If the car wash is some distance "away", it means neither you nor the car is at it. Any attendant is not going to walk off-property to retreive your car, especially when most of them you drive up for service. Which is rather the point.

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๐ŸŒž Alexander Daychilde ๐ŸŒž lemmy.world daychilde@lemmy.world
Joined: 2023-06-13
#40 · Quote Reply

I'm going to have to read this, because my knee jerk reaction answer is that it depends on what type of wash you want to give the car. If you want to give the car an actual wash at the car wash, you're going to have to drive it. But if you're wanting to wash it at home, then it doesn't matter how far the car wash is away. Because you can just walk out your front door and grab your water hose. a...

if youโ€™re wanting to wash it at home,

The AI should absolutely understand the implication that you want to wash your car at the car wash, not at home. The prompt is clear about that, even though it is implied.

"I want a hamburger. McDonald's is three miles from me and Wendy's is five miles. Which is the cheaper place to get a burger from when you consider the distance to each?" is not an exact analogy, but the point is that it should be ABSOLUTELY clear that you do not wish to make your own hamburger. Any response that discusses that as an option is ridiculout, unless maybe it's one of those options-at-the-end thing LLMs love to do - but it has no part of the main answer at all.

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alonsohmtz feddit.uk alonsohmtz@feddit.uk
Joined: 2026-02-17
#41 · (edited) Quote Reply

The fact is AI can make as-good or better art than most "artists" because most "art" is just cookie-cutter shit for morons. This is an obvious misstatement. If you actually believe this then you're not qualified to have opinions on art in general. "AI" (in this context meaning generative algorithms, because there is no intelligence) can no more "make art" than it can think, or care.
[removed by moderator]
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alonsohmtz feddit.uk alonsohmtz@feddit.uk
Joined: 2026-02-17
#42 · Quote Reply

"Idiot who only looks at mainstream sellouts calls all art culture sellouts" ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
[removed by moderator]
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Rhoeri lemmy.world Rhoeri@lemmy.world
Joined: 2023-06-28
#43 · Quote Reply

I remember years ago getting downvoted into oblivion both here, and on Reddit for saying that AI would be a disaster.

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NewNewAugustEast lemmy.zip NewNewAugustEast@lemmy.zip
Joined: 2025-06-19
#44 · Quote Reply

Missing the point. Any person would know walking to the car wash isn't reasonable. You shouldn't have to craft a perfectly tailored prompt for AI to realize that. If you think this is a gatcha, then whoah boy, I've got a bridge to well ya!

You are missing the point. Any reasonable person would wonder why you asking a stupid question.

Which is why when asked, the AI said of course the car is there, you. Must be asking either a trick question or for another reason.

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someguy3 lemmy.world someguy3@lemmy.world
Joined: 2023-07-04
#45 · Quote Reply

I tried this with a local model on my phone (qwen 2.5 was the only thing that would run, and it gave me this confusing output (not really a definite answer...): it just flip flopped a lot. E: also, looking at the response now, the numbers for the car part doesn't make any sense

200 m huh.

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Professorozone lemmy.world Professorozone@lemmy.world
Joined: 2023-07-14
#46 · Quote Reply

Didn't like 30% of the population elect Trump? Coincidence? I don't think so.

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CaptDust sh.itjust.works CaptDust@sh.itjust.works
Joined: 2023-08-05
#47 · (edited) Quote Reply

Very interesting that only 71% of humans got it right.

That "30% of population = dipshits" statistic keeps rearing its ugly head.

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criticon lemmy.ca criticon@lemmy.ca
Joined: 2023-07-06
#48 · Quote Reply

Even when they give the correct answer they talk too much. AI responses contain a lot of garbage. When AI gives you an answer it will try to justify itself.
Since they won't give you brief responses the responses will be long.

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tortina_original lemmy.world tortina_original@lemmy.world
Joined: 2023-07-30
#49 · Quote Reply

[removed by moderator]

Not sure at what point will you realize that what you quoted/said has absolutely nothing to do with the actual topic.

Probably never.

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alonsohmtz feddit.uk alonsohmtz@feddit.uk
Joined: 2026-02-17
#50 · Quote Reply

Not sure at what point will you realize that what you quoted/said has absolutely nothing to do with the actual topic. Probably never.
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LifeInMultipleChoice lemmy.world LifeInMultipleChoice@lemmy.world
Joined: 2023-06-17
#51 · (edited) Quote Reply

Very interesting that only 71% of humans got it right.

Maybe 29% of people can't imagine owning their own car, so they assumed the would be going there to wash someone elses car

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