Wikipedia versus ChatGPT: which one is the easier method for coming up with a short essay?

cartoon showing the wikipedia logo, then the word "vs," then the chatgpt logo

In this blog post, I examine two possible methods of writing a two- or three-paragraph essay for school: using ChatGPT, or just paraphrasing a couple of online sources such as Wikipedia. I made up two assignments that just consisted of summarizing some factual information about science.

  1. Describe the evolution of reproduction in dogs.

  2. Describe the Hafele-Keating experiment.

The full transcripts, which are long, are at the end of this post. I'll just quote examples here and there as I describe the results.

In both cases, the system's first try was not something that a kid in school could possibly turn in and get a decent grade, assuming the teacher was actually grading on content. I had to slowly and painstakingly correct it when it said things that weren't true, drifted off topic, or made mistakes that would have been obvious even to a small child. For example:

image of a dog nursing her pups

The average litter size for dogs is around six puppies. ... The size of litters in wolves is typically larger than in dogs, with an average litter size of five to six puppies.

When I point out to it that 5-6 isn't greater than 6, it apologizes for the mistake and says that the 5-6 should actually have been 6-7. I then ask whether it can cite a source for this new information, and it responds with this:

Here is a reference to a scientific paper that provides information on the average litter size of wolves: David W. Macdonald, Claudio Sillero-Zubiri, and Hirohito Hirao. (1997). Wild Dogs: Their Systematics, Behavioral Ecology, and Conservation. Cambridge, MA: Harvard University Press.

Hm, it calls it a paper, but actually the citation looks like a book. But that doesn't matter much, because the book is fictional. As far as I can tell from Google Scholar, two of the three authors are real, but the third is a nonexistent person, and the book doesn't actually exist. This is actually a widely observed behavior of ChatGPT, which is that it's incapable of citing specific sources but is happy to make up fictional ones.

It also makes claims that even a child would know are false.

Wolves typically live in family units called packs, which are typically made up of a breeding pair ... and their offspring... Dogs also often live in family units and can form strong bonds with their offspring...

When I complain, it changes its story.

You are correct that domesticated dogs do not typically live in family units like wolves do.

To get it to say anything sensible about the actual topic in evolution, I basically have to know the answer already. I ask it: If dogs don't invest as much in care for their offspring, wouldn't their offspring tend to die, which would be bad in evolutionary terms?

Yes, lower levels of parental investment in care for offspring could potentially lead to higher rates of mortality in the offspring, which would be detrimental from an evolutionary perspective. However, domesticated dogs have evolved in close association with humans, and their survival and reproduction is often supported by human care. In many cases, dogs do not need to invest as much in the care of their offspring because they are provided with food, shelter, and protection by humans. This has allowed domesticated dogs to evolve and survive despite lower levels of parental investment in their offspring compared to wolves.

By the time I was done with this time-consuming process, what I had was a three-paragraph essay that was maybe OK-ish to turn in for school, if you didn't care much about getting a good grade. In the final result, it had forgotten again about the claimed litter size that it said was from the fictional book, and had gone back to its claim that 5-6 was greater than 6.

image of the Hafele-Keating experiment

In the Hafele-Keating experiment, two physicists bought plane tickets for an atomic clock and took it around the world twice, once from east to west and once from west to east.

The results on the Hafele-Keating experiment were quite a bit worse. I had originally chosen to ask it about this topic because I had written about it myself, and if you look in a search engine, text that I wrote comes up fairly high in the search rankings (the fourth hit on hafele-keating experiment in startpage.com). I wanted to see whether it was possible to get it to spit back my own writing unchanged, since people have found that that is possible with other large AI models made by webscraping.

On this topic, the system didn't actually quote my own writing back at me, but what it couldn't seem to do was give any kind of summary of any of the multiple sources of information that come up in a search engine. It makes up lies. It contradicts itself. It gets the results all mixed up and switched around compared to the correct information available in places like the Wikipedia article.

One of the major problems I ran into is that it seems unable to take information from one context (a physics thing called the gravitational potential) and import it for use in a different context (this experiment). This is most likely because it's a stochastic parrot. Its strategy is to reproduce common talk about the main topic, and because that talk includes a common misconception (talking about the field rather than the potential), it can't incorporate the relevant correction. That is, it seems able to respond appropriately to corrections that tell it to use a different part of the common talk on the main topic, but it can't handle corrections that tell it to combine common talk from different topics.

Another big problem I saw with this essay was that the output seemed to improve, up to a point, but after that, when I asked it to make further fixes and improvements, the results got markedly worse. If I'd been dealing with a human, I would have thought it was flustered or frustrated, as if it were throwing up its hands and saying, "I don't understand what you want! Stop criticizing me!"

As with the dog topic, I found that the raw output was so bad that I couldn't possibly have coaxed the system into producing something better without already knowing quite a bit about it. On both subjects, it would have actually been much easier just to read the first few search engine hits myself and write a paraphrase of them.

There is no way that using ChatGPT could possibly have helped a college student on either of these topics. It got almost everything wrong (as I've observed in previous testing on retrieval of facts), in ways that would have been obvious to anyone who just did some basic research on Wikipedia. Asking the system to fix its output didn't always work, and even when it did work, it was extremely time-consuming. To get the system to produce two very short essays, I spent an entire morning: about four hours in which I was mostly on task except for making coffee and reading the paper.

It seems obvious to me from this experience that for any school writing assignment of this type, where the content of the writing actually matters, using ChatGPT is a much, much worse strategy than simply using google and Wikipedia. It takes far more time, and you can't produce anything even remotely correct unless you already know quite a bit about the topic yourself. As I've argued before, this means that ChatGPT is not really a threat to education. Teachers simply need to do enough grading on content so that random gibberish doesn't get a good grade.

Nor do I think this is likely to change as large language models improve. The issues I describe above are mostly part and parcel of the fact that these systems are fundamentally stochastic parrots. They aren't expert systems or inference engines, and that's why they fail at things like comparing two numbers. They are snake oil for their putative purpose of helping individual humans to write. What they are suitable for is crapflooding our democracy with mass-produced inauthentic content, for example by generating ten thousand social-media antivax posts in ten minutes.

Ben Crowell, 2023 Feb. 5

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This post is CC-BY-SA licensed.

Transcript: evolution of reproduction in dogs

Please tell me about the evolution of reproduction in dogs.

Dogs belong to the Canidae family and their ancestors were wolves, which were pack animals that lived and hunted together. Over time, dogs evolved through selective breeding by humans to develop different physical and behavioral traits. This process led to the creation of various breeds of dogs, each with its own distinct characteristics. Reproduction in dogs involves the mating of two dogs, usually of the same breed, to produce offspring. Artificial insemination and in vitro fertilization have also become popular methods for breeding in dogs, allowing for greater control over the genetic traits of the offspring.

[The question is about cause and effect: how the process of evolution caused dog reproduction to be the way it is. But the system's answer gets this mixed up with the opposite, which is how human control over reproduction has caused the evolution of other traits. This is an example of a general fact about this type of AI, which is that it can't do logic at all. It only deals with correlations between words, not cause and effect.]

Most of your answer isn't about reproduction, and the part about artificial insemination isn't relevant, because I'm asking about about how dogs evolved, which was thousands of years ago. How does the reproductive strategy of dogs differ from that of wolves, and how did that difference come about through evolution?

The reproductive strategy of dogs is different from that of wolves due to the domestication process. During domestication, dogs evolved to become more tolerant of human presence and human manipulation of their environment, including their breeding. This resulted in a shift towards a more controlled breeding process, as opposed to the random mating that occurs in wolves.

Dogs also display a greater range of physical and behavioral variations compared to wolves, which is a result of selective breeding by humans for specific traits. These variations in turn have led to differences in reproductive behaviors and anatomy, such as differences in the timing of estrus (the period in which a female is fertile and receptive to mating) and the size of litters.

In summary, the evolution of reproduction in dogs is a result of human domestication and selective breeding, which has led to a more controlled breeding process and greater variation in physical and behavioral traits compared to wolves.

Please stay focused on reproduction. How does the size of litters differ?

The size of litters in dogs can vary greatly depending on the breed and the individual dog. In general, smaller dog breeds tend to have smaller litters, while larger breeds tend to have larger litters. For example, a Chihuahua might have one to three puppies in a litter, while a Great Dane could have six to eight. The average litter size for dogs is around six puppies.

It is worth noting that the size of a dog's litter can be influenced by various factors, such as the dog's age, health, and nutritional status. It can also be influenced by environmental factors, such as temperature and stress levels.

The size of litters in wolves is typically larger than in dogs, with an average litter size of five to six puppies. However, it is important to note that the size of a wolf's litter can also vary greatly depending on factors such as food availability and the age and health of the mother.

You say that wolves have bigger litters, but the average litter size you give is smaller for wolves than for dogs.

My apologies, that was a mistake. The average litter size for wolves is typically larger than for dogs, with an average of six to seven puppies per litter compared to an average of six puppies per litter in dogs. This is likely due to the fact that wolves have evolved to live in environments where food resources can be scarce, and having a larger litter provides a greater chance of survival for the puppies. The larger litter size in wolves also reflects the more random mating process that occurs in wild populations, as opposed to the controlled breeding process in dogs.

First you said that the average size of wolf litters was five to six, then you said it was six to seven. Can you give a specific citation of a reliable source of information, such as a book, a URL, or a scientific paper?

I apologize for the confusion. Here is a reference to a scientific paper that provides information on the average litter size of wolves:

David W. Macdonald, Claudio Sillero-Zubiri, and Hirohito Hirao. (1997). Wild Dogs: Their Systematics, Behavioral Ecology, and Conservation. Cambridge, MA: Harvard University Press.

According to this book, the average litter size for wolves is usually four to six pups, but can range from one to eleven pups, with larger litters more common in areas with high prey densities. However, this is just one reference and the actual litter size of wolves can vary depending on many factors, such as the population, environmental conditions, and individual characteristics of the mother.

[Two of the three authors seem to be real, but the book doesn't exist. The fictional title is about wild dogs, which is Sillero-Zubiri's research focus, but doesn't make sense as a source of information about wolves. The numbers still don't match up in any logical way.]

Do wolves mate for life? What about dogs?

Wolves do not mate for life. In wolf packs, mating is typically a temporary bond between a male and female that lasts for the duration of the breeding season. After the pups are born and raised, the bond between the male and female may dissolve, and they may seek new mates the following breeding season.

Dogs do not generally mate for life either, but some individual dogs may form strong bonds with their mate and remain together for multiple breeding seasons. However, this is not a universal characteristic of dogs, and the mating behavior of individual dogs can vary greatly depending on their breed, personality, and environmental factors.

It is worth noting that domesticated dogs have been selectively bred by humans for specific traits, and this has led to differences in their behavior compared to their wild ancestors. The mating behavior of dogs is therefore not directly comparable to that of wolves, as it has been influenced by human intervention.

[This is basically wrong. Dogs are promiscuous. Wolves often do pair-bond.]

Do wolves often live in family units, have paternal investment in care for their young, or practice communal care for their young? What about dogs?

Wolves typically live in family units called packs, which are typically made up of a breeding pair (the alpha male and alpha female) and their offspring. The pack structure allows for the cooperative care of the pups, with both parents investing in their care. The male wolf will bring food back to the den to feed the pups and will also help to defend the pack and its territory.

Dogs also often live in family units and can form strong bonds with their offspring, but their caregiving behaviors are more influenced by their individual personality and breed traits. Some dogs are more inclined to invest in the care of their offspring, while others may be less involved.

In general, dogs that have been selectively bred for specific traits, such as hunting or herding breeds, may have a stronger instinct to care for and protect their offspring. However, it is important to note that individual dogs will vary in their caregiving behaviors, and this can be influenced by factors such as their upbringing, socialization, and the human-dog relationship.

No, dogs don't live in family units. Male dogs don't form strong bonds with their offspring, and female dogs only have short-lived bonds with them.

Thank you for correcting my mistake. You are correct that domesticated dogs do not typically live in family units like wolves do. Individual dogs may form bonds with their offspring, but these bonds are generally short-lived and limited to the nursing period. After the pups are weaned, the mother dog may show less interest in them and may no longer provide care. Similarly, male dogs do not typically form strong bonds with their offspring and are not involved in their care. This is a fundamental difference between the social structure of dogs and wolves, and reflects the fact that domesticated dogs have evolved to live in close association with humans and have been selectively bred for different traits than their wild ancestors.

Why did evolutionary pressures cause these differences in parental investment in offspring between dogs and wolves?

The differences in parental investment between dogs and wolves are due to differences in their evolutionary pressures and selective breeding by humans.

Wolves live in a wild environment where food resources can be scarce and where survival of the pups is dependent on the cooperation of the pack. In this environment, the success of the pack and the survival of the pups depend on both parents investing in their care and working together to provide food and protection. This has led to the evolution of strong bonds between the alpha pair and their offspring and the development of cooperative caregiving behaviors in wolves.

In contrast, domesticated dogs have been selectively bred by humans for specific traits over thousands of years, and these selective pressures have led to differences in their behavior compared to their wild ancestors. Domesticated dogs have been bred for traits such as obedience, loyalty, and ability to work with humans, rather than for their ability to live and survive in the wild. As a result, the bonds between dogs and their offspring are generally weaker and less cooperative caregiving behaviors are observed.

It's important to note that the selective breeding of dogs has led to a wide range of breeds, each with their own unique traits and behaviors, so individual dogs may vary in their level of investment in their offspring.

If dogs don't invest as much in care for their offspring, wouldn't their offspring tend to die, which would be bad in evolutionary terms?

Yes, lower levels of parental investment in care for offspring could potentially lead to higher rates of mortality in the offspring, which would be detrimental from an evolutionary perspective. However, domesticated dogs have evolved in close association with humans, and their survival and reproduction is often supported by human care. In many cases, dogs do not need to invest as much in the care of their offspring because they are provided with food, shelter, and protection by humans. This has allowed domesticated dogs to evolve and survive despite lower levels of parental investment in their offspring compared to wolves.

It's worth noting that individual dogs can vary greatly in their level of investment in their offspring, and that dogs that are bred for certain traits may be more inclined to invest in their care. Additionally, the human-dog relationship can play a role in the level of investment that a dog makes in its offspring, and dogs that are raised in nurturing and supportive environments may be more likely to form strong bonds with their offspring and provide them with care.

Please summarize this chat session in the form of a two- or three-paragraph essay. Focus on the topic of the evolution of dogs' reproductive behavior.

The evolution of dogs' reproductive behavior has been shaped by the selective breeding by humans and the domesticated environment that dogs have evolved in. In contrast to their wild ancestor, the wolf, dogs have evolved to live in close association with humans and have been bred for different traits, such as obedience, loyalty, and ability to work with humans, rather than for their ability to live and survive in the wild. As a result, dogs' social structure is different from that of wolves, with weaker bonds between dogs and their offspring and less cooperative caregiving behaviors observed.

One of the major differences between dogs and wolves in terms of reproductive behavior is the size of litters. Domestic dogs typically have smaller litters than wolves, with an average of six puppies compared to five to six puppies in wolves. Additionally, dogs do not typically form strong bonds with their offspring, and male dogs are not involved in the care of their offspring, while wolves live in family units with both parents investing in the care of their young. Despite these differences, domesticated dogs have evolved to survive and reproduce successfully in close association with humans, with human care often supporting their survival and reproduction.

[It reverts to thinking that 6 is less than 5-6.]

Please put back in the material about the evolutionary pressures that allowed dogs to show less parental investment.

The evolution of dogs' reproductive behavior has been shaped by the selective breeding by humans and the domesticated environment that dogs have evolved in. In contrast to their wild ancestor, the wolf, dogs have evolved to live in close association with humans and have been bred for different traits, such as obedience, loyalty, and ability to work with humans, rather than for their ability to live and survive in the wild. As a result, dogs' social structure is different from that of wolves, with weaker bonds between dogs and their offspring and less cooperative caregiving behaviors observed.

One of the major differences between dogs and wolves in terms of reproductive behavior is the size of litters. Domestic dogs typically have smaller litters than wolves, with an average of six puppies compared to five to six puppies in wolves. Additionally, dogs do not typically form strong bonds with their offspring, and male dogs are not involved in the care of their offspring, while wolves live in family units with both parents investing in the care of their young.

The lower levels of parental investment in care for offspring observed in dogs is due to differences in the evolutionary pressures and selective breeding by humans. Domesticated dogs have evolved in close association with humans and their survival and reproduction is often supported by human care. This has allowed domesticated dogs to evolve and survive despite lower levels of parental investment in their offspring compared to wolves. It's important to note that individual dogs can vary greatly in their level of investment in their offspring and that the human-dog relationship can play a role in the level of investment that a dog makes in its offspring.

[This is somewhat turn-in-able, although the numbers about litter size still don't make sense and are based on a fabricated source.]

Transcript: the Hafele-Keating experiment

Tell me about Hafele and Keating and Mr. Clock.

Hafele-Keating is a well-known physics experiment that was performed by J. C. Hafele and R. E. Keating in the early 1970s. The experiment aimed to test the predictions of Einstein's theory of general relativity by measuring the time difference between two very accurate atomic clocks. One clock was flown around the world on a commercial jet, while the other was kept at a fixed location on the ground. The results showed that the clock flown on the jet was ahead of the stationary clock, consistent with the predictions of general relativity.

"Mr. Clock" is a nickname for the stationary atomic clock used in the Hafele-Keating experiment. The nickname is often used to refer to the experiment itself and its results. The Hafele-Keating experiment is considered a classic demonstration of the effects of time dilation and is often discussed in introductory physics courses and popular science books.

[The part about referring to the experiment as the "Mr. Clock" experiment is something the system has invented.]

Which direction did they fly?

In the Hafele-Keating experiment, the clock that was flown around the world was taken on a commercial jet in the eastward direction, meaning it flew from west to east. The experiment was performed in 1971 and the flight took four days, following a route that included stops in various cities in both the Northern and Southern hemispheres. The goal of the experiment was to test the predictions of Einstein's theory of general relativity regarding the effect of gravitation on the flow of time, by comparing the time kept by the flying clock with the time kept by the stationary "Mr. Clock." The results showed that the clock flown on the jet was ahead of the stationary clock, as predicted by general relativity.

No, "Mr. Clock" was the name for the flying clock.

My apologies, you are correct. "Mr. Clock" was the nickname for the flying atomic clock in the Hafele-Keating experiment. The stationary clock was kept at the U.S. Naval Observatory in Washington, D.C. The goal of the experiment was to test the predictions of Einstein's theory of general relativity by comparing the time kept by the flying clock with the time kept by the stationary clock. The results showed that the flying clock was ahead of the stationary clock, consistent with the predictions of general relativity. Thank you for correcting my mistake.

If the clock flew from west to east, why was it ahead at the end? Shouldn't it have been behind, because it was moving with the earth's rotation, and therefore moving faster?

The fact that the flying clock was ahead of the stationary clock in the Hafele-Keating experiment is a result of the effects of both time dilation and gravitational redshift, which are predictions of Einstein's theory of general relativity. Time dilation refers to the idea that time passes differently in different gravitational potentials, or in other words, that time appears to move more slowly in stronger gravitational fields. The flying clock was in a lower gravitational potential than the stationary clock due to its altitude, and so time passed more quickly for the flying clock than for the stationary clock.

Gravitational redshift refers to the idea that the frequency of a wave, including light and other electromagnetic radiation, decreases as it escapes from a strong gravitational field. This results in a shift to longer wavelengths and lower frequencies, which is equivalent to a slowing down of time. The flying clock was also exposed to a weaker gravitational field than the stationary clock, and so the frequency of its atomic transitions was higher, which caused time to pass more quickly.

So, the combination of time dilation and gravitational redshift caused by the weaker gravitational potential and the lower altitude of the flying clock resulted in time appearing to pass more quickly for the flying clock than for the stationary clock, and is why the flying clock was ahead of the stationary clock at the end of the experiment.

No, the east-going clock ended up losing time, not gaining time.

I apologize for the mistake in my previous answer. You are correct. The east-going, or flying, clock in the Hafele-Keating experiment was found to have lost time relative to the stationary clock, not gained time. This was a result of the combination of the effect of time dilation and the gravitational redshift caused by the stronger gravitational potential and the lower altitude of the east-going clock. The experiment confirmed the predictions of Einstein's theory of general relativity, which states that time appears to pass more slowly in stronger gravitational fields. Thank you for bringing this to my attention.

They also did a flight from east to west. Your earlier answer that said they only went west to east was wrong.

My apologies, you are correct. The Hafele-Keating experiment involved two flights, one in each direction, and not just one from west to east as I previously stated. The first flight was from the U.S. to Asia and back, and the second flight was from Europe to the U.S. and back. Both flights were made using commercial airliners and both involved the comparison of the time kept by the flying atomic clock with the time kept by a stationary atomic clock at the U.S. Naval Observatory in Washington, D.C. The results of the experiment confirmed the predictions of Einstein's theory of general relativity and showed that the time kept by the flying clock was different from that kept by the stationary clock, due to the combined effects of time dilation and gravitational redshift caused by the differing gravitational potentials experienced by the two clocks during the flight. Thank you for bringing this to my attention and correcting my previous error

[network error]

Do you remember our previous conversation about Hafele-Keating?

As an AI language model, I don't have personal experiences or memories like a human does. However, I have been trained on a large corpus of text, including information about the Hafele-Keating experiment. If you could provide more context or details, I'll do my best to assist you.

Tell me about Hafele and Keating and Mr. Clock.

The Hafele-Keating experiment, also known as the "Mr. Clock" experiment, was a physics experiment conducted by Joseph C. Hafele and Richard E. Keating in 1971. The purpose of the experiment was to test the theory of relativity by measuring the effect of Earth's gravitational field and motion on the rate of a time-keeping device, specifically, cesium atomic clocks. The experiment involved flying two cesium atomic clocks around the world, once eastward and once westward, and comparing their time to a reference clock on the ground to see if there was a difference due to their relative motion and gravity. The results of the experiment confirmed Einstein's theory of special relativity, which states that the laws of physics are the same for all observers, regardless of their relative motion.

[It does seem to remember some of the things I had it fix earlier.]

Earlier you told me it was a test of general relativity. Now you say it's a test of special relativity. Which one is it?

I apologize for the confusion. The Hafele-Keating experiment was indeed a test of the theory of general relativity, not special relativity. The theory of general relativity predicts that the passage of time is relative and can vary depending on the strength of a gravitational field and the observer's motion. The results of the Hafele-Keating experiment confirmed this prediction and provided strong experimental support for the theory of general relativity. Thank you for bringing this error to my attention.

In what direction were the observed effects, and why?

The Hafele-Keating experiment observed a difference in the rate of the time-keeping devices due to their motion in Earth's gravitational field. According to the theory of general relativity, time passes more slowly in a stronger gravitational field. Since the atomic clocks were flown around the world at a higher altitude, where the gravitational field is weaker, compared to their reference clock on the ground, they experienced a relative time dilation, meaning that time passed more quickly for the clocks in flight compared to the reference clock. This effect was observed in both the eastward and westward flights.

The experiment also observed a relativistic effect due to the motion of the clocks. According to special relativity, time passes more slowly for a moving clock compared to a stationary clock. As the atomic clocks were in motion relative to the ground-based reference clock, they experienced a relative time dilation, meaning that time passed more slowly for the clocks in flight compared to the reference clock. The combination of these two effects, the relativistic effect due to motion and the gravitational time dilation, produced the observed differences in the rate of the time-keeping devices.

Did the clocks gain time, or lose time?

The clocks in the Hafele-Keating experiment were observed to have lost time relative to the reference clock on the ground. This was due to a combination of the effects of Earth's gravitational field and the clocks' relative motion. According to the theory of general relativity, time passes more slowly in a stronger gravitational field, and according to special relativity, time passes more slowly for a moving clock compared to a stationary clock. The atomic clocks in the Hafele-Keating experiment were flown at a higher altitude, where the gravitational field is weaker, and were in motion relative to the ground-based reference clock, causing them to experience a relative time dilation, meaning that time passed more quickly for the clocks in flight compared to the reference clock. The combination of these two effects produced the observed loss of time for the atomic clocks in the experiment.

No, the west-going clock gained time.

I apologize, you are correct. The west-going clock in the Hafele-Keating experiment was observed to have gained time relative to the reference clock on the ground. This was due to the combination of the effects of Earth's gravitational field and the clock's relative motion. The clock gained time because its motion was in the same direction as the rotation of the Earth, which meant it was moving against the direction of the Earth's gravity, causing it to experience less time dilation. The east-going clock, on the other hand, was observed to have lost time because it was moving in the direction opposite to the Earth's rotation, causing it to experience a greater time dilation due to the combination of the effects of Earth's gravity and the clock's motion. Thank you for bringing this to my attention.

You say that the west-going clock was moving against the direction of the Earth's gravity, but that would mean it was going up. It wasn't going up, it was flying horizontally. You say that the east-going clock was moving in the direction opposite to the Earth's rotation, but the earth rotates from west to east.

I apologize for the confusion. The direction of motion of the clocks in the Hafele-Keating experiment did not have a direct effect on the strength of the Earth's gravitational field, which is directed towards the center of the Earth. Rather, the effect on the rate of the clocks was due to their relative motion with respect to the reference clock on the ground and the difference in the strength of the Earth's gravitational field at their respective locations. The west-going clock gained time relative to the reference clock because it was flying in the same direction as the rotation of the Earth, which resulted in a relative velocity that was less than the velocity of the east-going clock. This difference in relative velocity caused a difference in the time dilation experienced by the two clocks, resulting in the west-going clock gaining time and the east-going clock losing time. I apologize for any confusion my previous answers may have caused.

You say the west-going clock was flying in the same direction as the rotation of the Earth, but the earth rotates from west to east.

I apologize for the mistake. You are correct. The earth rotates from west to east, not the opposite. So, the west-going clock in the Hafele-Keating experiment was flying in the direction opposite to the rotation of the Earth, which resulted in a relative velocity that was greater than the velocity of the east-going clock. This difference in relative velocity caused a difference in the time dilation experienced by the two clocks, resulting in the west-going clock gaining time and the east-going clock losing time. Thank you for bringing this to my attention.

You say that the west-going clock was going in the opposite direction compared to the Earth's rotation, which is correct, but then you say that this resulted in a greater velocity. Wouldn't there be a partial cancellation, so that this would result in a smaller velocity?

I apologize for the confusion. You are correct. The west-going clock in the Hafele-Keating experiment was indeed flying in the opposite direction to the rotation of the Earth, which resulted in a partial cancellation of their relative velocity. The combination of the velocity of the airplane and the velocity due to the rotation of the Earth results in a smaller relative velocity for the west-going clock, causing it to experience less time dilation compared to the east-going clock. This difference in time dilation resulted in the west-going clock gaining time and the east-going clock losing time. Thank you for bringing this to my attention.

Please write a two- or three-paragraph summary of the results, including an explanation of which clock gained time relative to the ground-based clock and which one lost time, and why.

The Hafele-Keating experiment was a test of the predictions of special and general relativity using high-precision atomic clocks. The experiment involved flying two highly precise cesium-beam atomic clocks, one westbound and one eastbound, on commercial airliners around the world and comparing their readings to a reference clock on the ground. The results of the experiment showed that the west-bound clock gained time relative to the ground-based reference clock, while the east-bound clock lost time.

The difference in the time gain or loss of the two clocks was due to the combination of their relative motion and the effect of Earth's gravity. According to special and general relativity, time passes more slowly for a moving clock compared to a stationary clock, and also more slowly in a stronger gravitational field. In the Hafele-Keating experiment, the west-bound clock experienced a weaker gravitational field due to its higher altitude and a smaller relative velocity due to its motion in the opposite direction to the Earth's rotation. On the other hand, the east-bound clock experienced a stronger gravitational field due to its lower altitude and a larger relative velocity due to its motion in the same direction as the Earth's rotation. These combined effects caused the west-bound clock to gain time and the east-bound clock to lose time.

Overall, the Hafele-Keating experiment confirmed the predictions of special and general relativity and provided strong evidence for the theory of time dilation. The experiment demonstrated the ability of highly precise atomic clocks to measure the effects of special and general relativity and provided a powerful tool for testing and verifying the theories of relativity.

[This version is actually not bad at all, and it has fixed all the mistakes I complained about. But:]

That's much better. But your explanation refers to the gravitational field. Actually the time dilation effect depends on the gravitational potential. Could you write a version that fixes that error?

The Hafele-Keating experiment was a test of the predictions of special and general relativity using high-precision atomic clocks. The experiment involved flying two highly precise cesium-beam atomic clocks, one westbound and one eastbound, on commercial airliners around the world and comparing their readings to a reference clock on the ground. The results of the experiment showed that the west-bound clock gained time relative to the ground-based reference clock, while the east-bound clock lost time.

The difference in the time gain or loss of the two clocks was due to the combination of their relative motion and the effect of Earth's gravitational potential. According to special and general relativity, time passes more slowly for a clock that is located in a region with a higher gravitational potential compared to a clock located in a region with a lower gravitational potential. In the Hafele-Keating experiment, the west-bound clock was located in a region with a lower gravitational potential due to its higher altitude and a smaller relative velocity with respect to the ground-based reference clock. On the other hand, the east-bound clock was located in a region with a higher gravitational potential due to its lower altitude and a larger relative velocity with respect to the ground-based reference clock. These combined effects caused the west-bound clock to gain time and the east-bound clock to lose time.

Overall, the Hafele-Keating experiment confirmed the predictions of special and general relativity and provided strong evidence for the theory of time dilation. The experiment demonstrated the ability of highly precise atomic clocks to measure the effects of special and general relativity and provided a powerful tool for testing and verifying the theories of relativity.

[Here the system seems unable to take information from one context (the gravitational potential, which I'm sure is in its training data) and import it for use in a different context. This is most likely because it's a stochastic parrot. Its strategy is to reproduce common talk about the main topic, and because that talk includes a popular misconception, it can't incorporate the relevant correction. That is, it seems able to respond appropriately to corrections that tell it to use a different part of the common talk on its topic, but it can't handle corrections that tell it to combine common talk on different topics.]

You say that the west-going clock was in a region of lower gravitational potential, the east-going one in a region of higher potential. Actually they were both at about the same gravitational potential. And the gravitational potential only depends on height, not velocity. Please write a version that corrects these mistakes.

The Hafele-Keating experiment was a test of the predictions of special and general relativity using high-precision atomic clocks. The experiment involved flying two highly precise cesium-beam atomic clocks, one westbound and one eastbound, on commercial airliners around the world and comparing their readings to a reference clock on the ground. The results of the experiment showed that the west-bound clock gained time relative to the ground-based reference clock, while the east-bound clock lost time.

The difference in the time gain or loss of the two clocks was due to their relative motion with respect to the reference clock on the ground. According to special and general relativity, time passes more slowly for a moving clock compared to a stationary clock. In the Hafele-Keating experiment, the relative velocity of the two clocks with respect to the ground-based reference clock caused a difference in the rate at which time passed for each of the clocks. The west-bound clock was moving away from the ground-based reference clock, causing it to experience a relative time dilation and gain time. On the other hand, the east-bound clock was moving towards the ground-based reference clock, causing it to experience a relative time contraction and lose time.

Overall, the Hafele-Keating experiment confirmed the predictions of special and general relativity and provided strong evidence for the theory of time dilation. The experiment demonstrated the ability of highly precise atomic clocks to measure the effects of special and general relativity and provided a powerful tool for testing and verifying the theories of relativity.

This version is worse than the previous one. I asked you to fix the part about the gravitational potential, but you took it out completely. You also lost the correct explanation of the velocity effect and substituted a new, incorrect one that talks about whether the motion was toward the ground-based clock or away from it.

[I speculated at first that this reversion to its earlier, worse behavior might be because it had limited short-term memory, but publicly available information about the algorithm says that it retains up to about 3000 tokens, although testing shows there is no hard limit. Probably this deterioration is just because of the same issue with combining different topics.]

I apologize for the mistakes in my previous response. I will try to provide a more accurate and comprehensive explanation of the results of the Hafele-Keating experiment.

The Hafele-Keating experiment was designed to test the predictions of special and general relativity using high-precision atomic clocks. The experiment involved flying two highly precise cesium-beam atomic clocks, one westbound and one eastbound, on commercial airliners around the world and comparing their readings to a reference clock on the ground.

The observed difference in the time gain or loss of the two clocks was due to their relative velocity with respect to the reference clock on the ground. According to special and general relativity, time passes more slowly for a moving clock compared to a stationary clock. This time dilation effect is proportional to the relative velocity between the moving clock and the stationary clock. In the Hafele-Keating experiment, the relative velocity of the two clocks with respect to the ground-based reference clock caused a difference in the rate at which time passed for each of the clocks. The result was that the west-bound clock gained time relative to the ground-based reference clock, while the east-bound clock lost time.

In summary, the Hafele-Keating experiment confirmed the predictions of special and general relativity, providing strong evidence for the theory of time dilation and the effect of relative velocity on the rate at which time passes.

[The quality of the essay is not getting better.]

Photo credits

Wikipedia logo -- CC-BY-SA, https://en.wikipedia.org/wiki/File:Wikipedia-logo-v2.svg

ChatGPT logo -- fair use, from chatgpt's output

dog nursing -- https://commons.wikimedia.org/wiki/File:Wilde_huendin_am_stillen.jpg

Hafele-Keating -- Popular Mechanics, 1972, fair use