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Comment by sn9

10 months ago

> I should hope that the purpose of a class writing exercise is not to create an artifact of text but force the student to think; a language model produces the former, not the latter.

It's been incredibly blackpilling seeing how many intelligent professionals and academics don't understand this, especially in education and academia.

They see work as the mere production of output, without ever thinking about how that work builds knowledge and skills and experience.

Students who know least of all and don't understand the purpose of writing or problem solving or the limitations of LLMs are currently wasting years of their lives letting LLMs pull them along as they cheat themselves out of an education, sometimes spending hundreds of thousands of dollars to let their brains atrophy only to get a piece of paper and face the real world where problems get massively more open-ended and LLMs massively decline in meeting the required quality of problem solving.

Anyone who actually struggles to solve problems and learn themselves is going to have massive advantages in the long term.

I’ve come across this analogy that I think works well:

Using an LLM to do schoolwork is like taking a forklift to the gym.

If all we were interested in was moving the weights around, you’d be right to use a tool to help you. But we’re doing this work for the effect it will have on you. The reason a teacher asks you a question is not because they don’t know the answer.

  • If students went to college only to learn, colleges wouldn't bother giving diplomas.

    Compare: My piano teacher doesn't give diplomas because none of her students would care, her students actually want to learn. When my piano teacher cancels class, I am disappointed because I wanted to learn. My piano teacher doesn't need to threaten me with bad grades to get me to practice outside of class (analogous to homework), because I actually want to learn.

    There are many college students for whom none of these tests would pass. They would not attend if there was no diploma, they're relieved when their professors cancel class, and they need to be bullied into studying outside of class.

    What made us think these students were ever interested in learning in the first place? Instead, it seems more likely that they just want a degree because they believe that a degree will give them an advantage in the job market. Many people will never use the information that they supposedly learn in college, and they're aware of this when they enroll.

    Personally, the fact that they can now get a degree with even less wasted effort than before doesn't bother me one bit. People who want to learn still have every opportunity to.

    • Students want the diploma because it has value. It has value because a student can only get it by learning and problem-solving.

      If students find a way to get a diploma without doing the work, it will soon be worth less than the paper on which it is printed.

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    • Consider that there is some in-between.

      Some college students may be genuinely interested in one particular subject, but they're required to take a bunch of other courses, and consider those to just be hurdles.

      I still think they're better off at least making an effort and trying to learn something, but I do think it's important to note that just because a student has no interest in one particular class, doesn't mean they have no interest in any class.

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    • Most people don't go to college to learn for the sake of learning – that would be a very expensive luxury. They go for the opportunities that it opens up. The learning itself helps with that, but so does being able to prove that they've learned it. That what the diploma is meant to be for.

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    • Yes, but piano lessons are not a music degree. Similarly, vocational programs or apprenticeships are not a formal education either.

      I find a lot of these comments more disturbing than the concerns about AI.

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    • I don't think that's a good comparison. I went college to learn and was also relieved occasionally when professors canceled class and still had to force myself to study. I'm sure plenty of your piano teachers students don't enjoy practicing the same notes over and over but do so because they want to know how to play piano.

    • Absolutely. Also, the level of cheating in college, even pre-AI is often overlooked in these articles.

      For the exact reasons you state, pre-AI homework was often copied and then individuals just crammed for the tests.

      AI is not the problem for these students, it's that many students are only in it for the diploma.

      If it wasn't AI it would just be copying the assignment from a classmate or previous grad.

      And I imagine the students who really want to learn are still learning because they didn't cheat then, and they aren't letting AI do the thinking for them now.

    • I'm not sure this is entirely fair. When I was in college I genuinely enjoyed learning and now that I'm out of school I still spend time learning about the subjects of my major and minor in my free time, but this would have described me pretty well in school, "they're relieved when their professors cancel class, and they need to be bullied into studying outside of class." I love to learn, but something about being forced to do it makes me rebel against it.

      In some ways offering the diploma and all the requirements that go with that take the joy out of the learning for me.

    • There are jobs that turns you down if you don't have that diploma. No amount of real world experience will get you past that bar. If it's not there, they wont even look at the rest of your application.

    • Sure, if we can agree that there exist courses for which we can agree that using an LLM to pass is a reasonable thing to do, would we also not agree that the course should be nuked from orbit?

    • I think several orthogonal concepts are touched in this.

      1. Students given bad incentives to be thrown into a system with a completely different purpose than their main goal. Then those jobs turning face to suddenly say "schools teach you nothing" and even refuse to hire the newest generation.

      2. Students in general not being stimulated by primary school and given direction and vision on what to do in life. Simply being pushed by parents to "be successful".

      3. The crippling reality as of late that a job doesn't even guarantee keeling a roof over your head anymore. Leading to discouragement to even bother trying.

      4. Connected to #2, the decline of various apprenticeships, internships (which are now a college recruiting pipeline), and other ways to invest in employees. Even if they complain about new grad output, they are still content outsourcing such training instead of investing in their employees for a career.

      There's a lot of systems failing which can arguably cause an entire collapse in the country. Then no one will get an opportunity to properly learn.

    • > students went to college only to learn, colleges wouldn't bother giving diplomas.

      You have this option with things like mits open courseware. Some colleges are OK with you just wanting to learn

    • This is, famously, why nobody gets a degree in fine arts. (/s)

      Your piano teacher does not give a diploma because she is not offering a university education. If she worked with a few other experts and they designed a coordinated curriculum and shepherded students through it over the course of two to four years, and documented that process to the point where they could file with an accrediting agency, then she could issue a degree in piano.

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  • The point of education isn't to actually learn though. It's to receive the credential.

    This is much larger than a cultural problem with the students of today. They believe, rightfully and accurately, that the university degree is yet another part of the machine that they will become a cog in.

    What should be alarming to everyone is that these students will graduate without having learned anything and then go into the workplace where they will continue to not use their atrophied critical thinking skills, to simply do yet more, as a cog in the machine.

    • This attitude is part of a more general cultural shift. Back in the 1960s, the majority of students said the primary motivation for going to college was to develop a philosophy of life, and a minority said the main goal was to be very financially successful. Somewhere around the 1980s this started to shift and the proportions are now inverted.

      * according to the UCLA CIRP freshman survey

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    • An anecdote to add to this:

      Me and most of my peers in college had the choice between two courses. Course A was interesting, yet vastly more challenging and therefore time consuming, with the additional downside of lower grade expectation. Course B was boring, a gentle breeze in comparison, yet with an almost guaranteed perfect grade.

      Imagine which course most students choose?

      Even if a student wants to take on the more interesting course, incentives matter, and the incentive is: better grades qualify for better compensated positions and prestigious degrees. Only students who didn't care about this or were confident enough in their ability did choose Course A. In the end, barely a handful of students out of hundreds went with A.

    • Well, the credentials defintely help to GET the first job. As a cog in the machine though you are most often valued for skills more than for credentials, at least in the U.S.

  • > The reason a teacher asks you a question is not because they don’t know the answer.

    A decent amount of my professors don't know the answers because they bought the course, test questions, and lectures from Cengage. During exam review, they just regurgitate the answer justification that Cengage provided. During the lectures, they struggle to explain certain concepts since they didn't make the slides.

    Professors automate themselves out of the teaching process and are upset when students automate themselves out of the learning process.

    I can tell when the faculty views teaching as a checkbox that they officially have to devote 40% of their time to. I can tell when we are given busywork to waste our time instead of something challenging.

    To use your analogy, I'm being told to move 1000 plush reproductions of barbells from Point A to B by hand because accreditation wants to see students "working out" and the school doesn't want high failure rates.

    We are all pulling out the forklift. Some of us are happy because we don't have to work as hard. Others are using the forklift so we can get in a real workout at home, as school is not a good use of our time. Either way, none of us see value moving paperweights all day.

    edit:

    My favourite course during my Computer Engineering degree was Science Fiction because that professor graded us on substance instead of form. It was considered a hard class because one would get good marks on the essays by focusing on building substantive points instead of strict adherence to the form of a five-paragraph hamburger essay.

    The call to action is to make courses harder and stop giving students plush barbells.

    For example, University of Toronto Engineering Science (hardest program in Canada) gives first-year students a "vibe coding" lab in which students learn how to solve a problem that AI cannot.

    https://www.cs.toronto.edu/~guerzhoy/vibecoding/vibecoding.h...

    • There are many issues here. The lack of incentives is probably the most important one. For new professors (in research universities), good teaching is usually just a good thing to have, but it is not a deciding factor for their tenure. When they get their tenure, they probably have enough students, and they need to work hard to apply for funding and keep the students paid. Administrators care most about ranking, and teaching isn't really evaluated in the ranking. They just push the professors to do more research and apply for more funding.

      It is also hard to evaluate university teaching because there are no benchmarks for that (compared with high school, for example), and it is hard to judge if teaching is good from student feedback. You can only know if someone fucked up or did really well, which are outliers.

      There are other issues as well. Professor IMO is a ridiculous job, you are supposed to be an expert in the field, be a researcher, be a manager, be a teacher, be a salesman, all at the same time. There are people who can excel in all these, but these are probably just outliers. It doesn't help when PhD training doesn't train you to be a proper manager and teacher. While there are some teaching training, I think we are not really held to a high enough standard. E.g. One can pass the teaching course if they just show up and spend some time, even though their teaching is horrible.

    • Meanwhile at my uni, at Masters, I'm being taught how to create and delete rows in HTML - I wish I wasn't kidding. :(

  • That's a good one.

    One analogy I use a lot: if I have a professor sitting next to me, what is the best way to learn a topic?

    Struggle through it on my own and I won't be leveraging the professors knowledge.

    Ask the professor to do everything for me and I won't be learning anything at all.

    Now if the professor is an AI, the same trade-offs hold.

    For example, I will back and forth conversations with AI to explain subjects to me. I ask questions, push back, ask for examples, and so on.

    If I do ask the AI to answer something for me, I then ask it to break down the answer for me so I can make sure I understand it deeply.

    And of course, none of this matters if I don't want to learn something :)

    • The fatal flaw here is that an AI is more like asking a politician. Except maybe it won't gaslight you. It often has no idea what it's talking about, and pushing back may even have it change it's tune.

      >And of course, none of this matters if I don't want to learn something :)

      Society makes people do a lot of things they don't want. I wonder if we're going to hit a breaking point this generation.

  • Using an LLM to do schoolwork is like taking a forklift to a gym where you're told the goal is to be healthy and strong, but they can't really stop you from using a forklift, and jobs and compensation are given out according to how much you lifted irrespective of forklift use.

  • > If all we were interested in was moving the weights around, you’d be right to use a tool to help you.

    Does the use of a quantifiable metric like a GPA not exacerbate this? In a world where people take a GPA seriously, you'd have to be irrational to not consider cheating a viable option.

    You could say the same about credit score and dating apps. These institutions assist the most predatory and harm the most vulnerable.

  • Why do some countries cheat in the Olympics? Because it is no longer a contest of human achievement, it's just about the medals as a symbol of national glory. Of course: once all countries are doping, the medals will become meaningless. College degrees will suffer the same fate if everyone cheats to get them.

  • > The reason a teacher asks you a question is not because they don’t know the answer.

    I remember illustrating a point to a class by posing a question and then calling on a student I figured wasn't smart enough to answer correctly so that everyone could see her make the mistake.

    The ethics of that still bother me.

  • If I could have a healthy and good looking physique by never going to the gym I would never go to the gym.

    • Right, but people using LLMs aren't actually getting the mental equivalent of a healthy and good looking physique if they let LLMs do stuff for them.

  • The tragedy is not that some students are going to college to get a diploma while learning as little as possible. It is that the boards of many private universities see their students' cash as more important than their education, and force the professors to pass everybody who went to higher education to buy a diploma.

    This has a negative feedback loop where universities have to lower standards to bring dumber and lazier students to compete with other diploma mills.

  •   > like taking a forklift to the gym.
    

    First, you will have excellent forklift skills in the end. A real profession!

    Second, girls dig forklift operators or so I was told.

  • I use chatgpt in a socratic way from time to time because I don't want answers I want the joy of thinking and learning. I heard there were efforts to make educational LLMs (whatever that means). Maybe it will help multiply teachers leverage so that more kids get inspired without having the teacher spend 1-on-1 time with them.. I don't know.

  • I love this analogy because it's also not a waste of time to learn how to use a forklift!

    But the gym isn't the best place to engage in forklift training. And you engage in forklift training at the gym, expect to learn how to use a forklift to lift gym weights. Don't expect to also get the benefits that the gym is designed to impart.

  • I think you're quoting the Sci Fi author - Ken Liu from his article in some major news outlet.

    I related with that analogy too, infact that whole piece is worth reading. I can't seem to find it's link though!

  • I think LLMs, if used correctly, can be useful for BOTH the credentialing and the human resource development (*cough*)

    Essentially, since they are a summary of "the" state of knowledge, the teacher should be able to ask them to put a number on how novel a piece of text is.

    Once LLMs are able to evaluate, independently, the soundness of an argument... (Hopefully, this will be achieved AFTER $5 H100s reach the average consumer)

  • But going to school to prepare for life is like going to gym to lift weights to prepare for a marathon.

  • I think we have to hold off a bit on the whole thing here.

    Look, we have no idea what the feedback is like that this grad student gives, what the class sizes are like, what the cadence is, what the grade percentages are, etc. All we know is that Clayton Ramsey is a grad student at Rice in the robotics department and that he wrote a hot take here.

    For me, the most important thing is if this grader is bothering to really grade at all. I think we've all had a harried grad student just dash off a few red lines on the week one HW about a week before the final exam. That's not a 2 way street, and if the feedback isn't as in-depth as he wants the work to be, well, he shouldn't be surprised. He can't be expecting students to put in the time unilaterally. But, we don't know any of that really.

    Personally, I think that before the decade is out, we're not going to be talking about this at all. Because the students will be adept enough at using the LLMs to make it look like their own writing anyways. This is a problem that experience will solve for them.

    And also, I think that the days of the massive lectures and essays are pretty much cooked. That 'cheap' model of education can't survive this LLM revolution. We obviously have to change what the heck higher education is trying to do.

    My take is that we're going to go to smaller class sizes like those at St. John's or Oxbridge. Under 10 people, you have to have done the reading or look like a fool, all with a PhD in the subject as a guide/teacher. Large classes weren't cutting it for decades (ask any Frat about their test banks), and now the veil is just ripped off.

    • We will never reduce all class sizes to under 10 people. Large R1 schools are not going to reduce their number of students by a factor of 10 or increase their hiring by a factor of 10.

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  • Dangers of Intelligence and Other Scientific Essays by Asimov predicted all this hullabaloo quite a while ago. So, yeah, seems like evidence to support your position. Welcome to the party. :)

  • > Using an LLM to do schoolwork is like taking a forklift to the gym.

    I'm sure the time has come for college students to master using LLMs. It's just as important as grammar or basic math now. The software I build (and the entire tech industry) automates huge swaths of business processes with AI. Students need to be able to understand, work with, and manage swarms of AI agents doing work.

    To stick to the analogy:

    I need skilled forklift drivers, not big buff workers like I used to.

    • But the thing you are missing is that one needs a solid foundation of knowledge of the actual work to be able to manage it well.

      Someone with years of coding experience is going to be able to laser guide an AI agent to the answer/result than someone who has muddled their way through comp sci 101 using an AI chatbot.

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    • If you need forkloft drivers, don't recruit at the gym and be mad no one is forklift certified there.

      This isn't even an opinion on LLMs, it's recruiting 101. You're free to convince the gym to train forklift drivers, but don't be surprised when you're laughed out the room.

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  • If you took a forklift to the gym, you'd come out of the experience not only very good at "lifting weights", but having learned a whole lot more about the nature and physics of weightlifting from a very different angle.

    Sure, you should lift them yourself too. But using an AI teaches you a shit-ton more about any field than your own tired brain was going to uncover. It's a very different but powerful educational experience.

    • > But using an AI teaches you a shit-ton more about any field than your own tired brain was going to uncover.

      If you never learn to research, sure. Otherwise, you should be worried about accuracy, up to date information, opinionated takes, and outright lies/misinformation. The tool you use doesn't change these factors.

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> I should hope that the purpose of a class writing exercise is not to create an artifact of text but force the student to think

I'm there for the degree. If I wanted to learn and engage with material, I could save $60,000 and do that online for free, probably more efficiently. The purpose of a class writing exercise is to get the university to give me the degree, which I cannot do by actually learning the material (and which, for classes I care about, I may have already done without those exercises), but can only do by going through the hoops that professors set up and paying the massive tuition cost. If there were a different system where I could just actually learn something (which probably wouldn't be through the inefficient and antiquated university system) and then get a valid certificate of employability for having actually learned it, that would be great. Unfortunately, however, as long as university professors are gatekeepers of the coveted certificate of employability, they're going to keep dealing with this incentive issue.

  • > I could save $60,000 and do that online for free, probably more efficiently.

    Not to burst yours or anyone else's bubble, but no, probably not.

    The hard part of learning isn't access to content, it's discipline and dedication. School provides structure, goals, timelines, and deliverables. The value of this cannot be understated.

    I've heard from many people how they're going to learn programming online and then get a job as a developer. Almost all of them fail.

    • I'm teaching faculty at a university and, at least where it comes to lecture courses, I don't find this a bubble. There are definitely plenty of students who would do just fine, if not even better, without the external discipline and structure. And even more those who could do it with something like a MOOC or just a posted curriculum. And to be able to work without an external discipline is IMHO one of the main learning goals of university, and a decent rationale for why a university degree is taken as a signal for recruitment.

      I learned programming online and got jobs as a developer (I did later study CS at a university though). In my experience the best developers are those who taught themselves. Admittedly this may have been more the case for my older generation where formal education for programming wasn't that great nor widely available.

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    • >School provides structure, goals, timelines, and deliverables. The value of this cannot be understated.

      That _may_ be true for the vast majority, but it's criminal to waste the time of bright young people by putting them though hoops. I would even speculate that that they phoney goals, timelines, and deliverables in school actually damage kids.

    • It's presumably possible, but I feel like people might underestimate what's required. Mind you, I went to university so maybe I'm biased and don't fully understand, but I feel like the structure given by the university is very important.

      If I wanted to learn JavaScript or .NET or CSS or whatever I could easily do so online. But that's different from becoming a software developer. The important thing is that university doesn't focus on one topic, it teaches a variety of topics that they think will be useful for your career. You can do this without uni, but you need to be good at figuring out what to learn, not just how. And of course the discipline to complete your goals by yourself, like you mention.

      Although maybe something you could do would be to look at a university's course structure and copy it.

    • It's really concerning how many thing they can curate their own course curriculum and master it to the equivalent and rigor of a 4 year degree. You don't know what you don' know so that's exactly waht a teacher is for. o help you close gaps and push you a bit further. An athlete wouldn't think they can train as efficiently without a coach, I'm not sure why acedemis is seen any differently. Because people had a bad teacher here and there? Yeah, that's life. Don't typecast an entier population over one bad experience.

      Also, do I really need to remind people here of the "resources" used when you struggle and need help while self-guided?

      - I probably don't need to rant about StackOverflow. Discord can be incredibly hit or miss, many forum pleas goes uncalled. It can be really hard to get unsuck compared to asking a teacher about their own assignment

      - worse than asking quesions, forget getting high quality feedback on your project: getting people to do more than a quick skim takes effort in and of itself. You'd truly find an angelic soul if anyone decided to disect and correc your source code.

      - there's also so, so, so many domains to explore. How will you specialize without knowing they exist? And if you've dug deep into any domain, you know that this is where the publicly free knowledge truly dries up. You won't find a nifty course on low level optimization hacks, nor network architecture (beej gets close, but only touches the surface), nor modern rendering techniques. You'll find some 300 level material, but 400 level stuff will likely require a mix of cobbling project ideas together that's within your reach but also pushing you. Scoping is always hard to do, and nearly impossible while still a student.

      And Software is one of the easier domains to self learn. Good luck with the lab based STEM, getting proper feedback in art while learning theory, taste testing as a cook, using power tools in any given blue collar work, etc.

  • > I'm there for the degree. If I wanted to learn and engage with material, I could save $60,000

    I would argue that if it costs $60,000, both your education system and the recruitment in those companies that require this degree are broken. It's not the case in all countries though.

    Not that it is your fault, just stating the obvious.

    • It is broken. For every coveted job there are thousands of applicants. Employers will accept any signal that reliably predicts a modicum of intelligence, conscientiousness, and agreeability. University degrees cover all three.

      But that's just the job market. The other elephants in the room are inflation and the housing market. People who don't have top-notch jobs (that require degrees) can't afford to buy a house. They can hardly afford rent. Cities don't want to build more housing because that will undermine the equity growth of homeowners.

      We are a society of ladder-pullers.

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    • My tuition was $35k a year 25 years ago. Just checked, and now it is $60k a year. Before room and board.

      Broken? Saddling individuals with a quarter million in debt when they are just starting life is absolutely broken. That they must indenture to be a modern professional (and buy hope for at least a middle class landing) is broken.

      The notion that everything must return a (generally, near-term) accounting profit is on its face stupid.

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    • Sure, the system is broken but what's the alternative? Employers have a surplus of applicants for entry-level technical positions. They need to filter the applicant pool down to those with some level of competence and discipline. Possession of a college degree is a reasonably accurate proxy for those attributes: lots of false negatives but good enough from the employer's perspective.

      Ideally maybe employers ought to rely on more targeted selection mechanisms. But this would be extremely expensive (and potentially legally risky due to equal opportunity laws) so most don't bother.

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    • > I would argue that if it costs $60,000, both your education system and the recruitment in those companies that require this degree are broken.

      Meh, academic degrees don't come for free, someone has to pay for universities, staff and other expenses. In the US it's everyone for themselves by student loans that can't be discharged in bankruptcies, in Europe it's the tax payers.

      The problem is, the ones profiting from the gatekeeping (aka employers) aren't the ones paying for it in either system. If employers had to pay, say, 10.000$ for each job listing that requires an academic degree without an actual valid reason, guess how fast that incentive would lead to employers not requiring academic degrees for paper-pusher bullshit jobs.

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  • The work this degree will credential you for is so is so disconnected from the areas of study in your degree program - presumably in the same field as the job - that the majority of the things you might learn would not be valuable?

    I can’t imagine this in my own life. I use concrete things and ways of thinking and working I learned in my CS degree _all the time_.

    • Heck my degree was in biochemistry, and now I’m a programmer, but I still feel like I am constantly using skills I developed in school. The scientific method and good test design transcend all sciences.

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    • I honestly don’t know anybody who does what they went to undergrad for, unless that undergrad was preparation for a higher credential (premed/prelaw).

  •   > I'm there for the degree
    

    Would you hire someone without a degree?

    When you're in a position to hire or influence hiring, will you consider those without degrees?

    I ask because I hear this sentiment a lot but we still have a system becoming more reliant on degrees. The universities may be the gatekeepers of those degrees but they're not the ones gatekeeping the jobs. They have no influence there. They were not the ones who decided degree = credentials. I ask because many people eventually grow in their jobs to a point where they have significant influence over hiring. So when that time comes will you perpetuate the system you criticize or push against it? Truthfully, this is a thing that can be done with little to no risk to your own employment.

    • >Would you hire someone without a degree?

      Yes.

      A person is a idiot if he/she takes someone's competence at face value because of a degree. ( jobs aside - don't assume your doctor is competent because he has MD, it will cost you your life)

    • Speaking personally, yes, very much so.

      I see your point, but the issue is that it's quite futile to shame students for playing the game that people in the industry has set up. It doesn't help that in the past, college degrees were in fact more relevant than today, especially before the era of the internet and wikipedia, so if older people who are currently in charge of hiring aren't aware of these changes, they might just apply their outdated personal experience and just assume college degrees hold the same weight as they did in the past.

      I'm pretty certain when kids these days eventually become responsible for hiring decisions, they probably will handle things differently since their experiences are different.

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  • If this attitude prevails I would think the value of degrees will quickly diminish.

    • This seems to be the general feeling of students right now.

      Academia put itself as a gateway and barrier to the middle class. Why would we be surprised when people with no interest in anything but the goal are not enthralled by the process?

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  • That’s a disingenuous argument. You don’t know what you don’t know. Literally. A completely self guided high school graduate following random online materials will not learn nearly as much on their own. Or they will go down rabbit holes and waste countless hours, and not having an expert unblock you or guide you down the right path would waste a lot of time.

    Further, some high school graduates (like myself at the time) literally don’t know HOW to learn on their own. I thought I did but college humbled me, made me realize that suddenly i’m in the drivers seat and my teachers won’t be spoon feeding me knowledge step by step. it’s a really big shift.

    If you were the perfect high school graduate, then congrats, you’re like the 0.01%! And you should be proud (no sarcasm). This doesn’t describe society at large though.

    For the very few that are extremely motivated and know exactly what job they want, i do think we need something in between self guided and college? No BS - strictly focusing on job training. Like a boot camp, but one that’s not a scam haha.

    The other aspect of college you ignore is, it is a way to build a network prior to entering the workforce. It’s also one of the best times to date, but that’s another story.

    Completely agree that the cost of college in the US is ridiculous though.

    • >The other aspect of college you ignore is, it is a way to build a network prior to entering the workforce.

      I don’t know how generalizable this is. I remember reading a few studies trying to assess if Ivy League education was really more valuable that a state school. The result (IIRC) was that it only matters for students who came from the lowest economic strata; the authors presumed it was due to the network effect. But that also means the network effect was negligible for the majority of students.

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    • "A completely self guided high school graduate following random online materials will not learn nearly as much on their own."

      I think you underestimate how bad some high schools really are.

    • >That’s a disingenuous argument. You don’t know what you don’t know. Literally. A completely self guided high school graduate following random online materials will not learn nearly as much on their own. Or they will go down rabbit holes and waste countless hours, and not having an expert unblock you or guide you down the right path would waste a lot of time.

      Citation needed. There's great books out there that provide a lot of guidance down a particular path. I'd say a lot of them do, and I can't imagine online learning sources would be worse. There's online communities for learners for specific subjects that are full of people offering good advice.

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  • The purpose of the writing exercise is to produce a positive correlation between the possession of a degree and the skills that high-paying white collar jobs value. I don't blame students for not knowing that, or for not having the outside perspective to care. But positive signals of job competence are hard to come by, employers don't just blindly accept them despite what people like to say, and it's going to suck for new graduates if this one is eliminated.

You're missing trees for forest.

When I was a kid and got an assignement for writing an essey about "why good forces prevailed in Lords of the Rings" as a gate check to see if I actually read the novel I had three choices: (a) read the novel and write the essey myself (b) find an already written essey - not an easy task in pre-internet era but we had books with esseys on most common topics you could "copy-paste" - and risk that the professor is familiar with the source or someone else used the same source (c) ask class mate to give me their essey as a template and rephrase it as my own

A and C would let me learn about the novel and let me polish my writing skills.

Today I can ask ChatGPT to write me a 4 pages essay about a novel I've never heard of and call it a day. There's no value gained in the process.

That's a simple example. The problem is that the same applies to programming. Novice programmer will claim that LLM give them power to take on hard tasks and programm in languages they were not familiar before. But they are not gaining any skill nor knowledege from that experience.

If I ask google maps to plot me a directions from Prague to Brussels it will yield a list of turns that will guide me to my destinations, but by any means I can't claim I've learned topography of Germany in the process.

  • > Today I can ask ChatGPT to write me a 4 pages essay about a novel I've never heard of and call it a day. There's no value gained in the process.

    If we take the original article at face value, no you can't do that. ChatGPT will apparently produce something that is obviously ChatGPT produced and fail to fool even the most absent minded of instructors that you have read the material. So even with a ChatGPT LLM to help you out, you're largely going to have to do a modified version of C, replacing your class mate with the LLM and adding in the need to do your own reading and validation to ensure that the text matches the actual book contents.

    > If I ask google maps to plot me a directions from Prague to Brussels it will yield a list of turns that will guide me to my destinations, but by any means I can't claim I've learned topography of Germany in the process.

    I would argue that even if you plotted a route by hand reading maps, you can't claim to have learned the topography of Germany either. "The map isn't the territory" after all.

    • ChatGPT and the like are in a weird position at the moment. It's usually pretty clear that you have written it using an LLM, but it's hard to PROVE. And you need to be able to prove it (to some degree, which varies depending on the institution) to reliably count off for it, otherwise the student will challenge your finding that they cheated and the Honor Court (or administrator, or other equivalent) will tell you that you can't do that.

      So, you can usually get away with it if there is not some way the professor/TA can prove it.

      As things change, this will change, but that's the situation the author of the original article finds themself in, because it's the current situation.

    • > If we take the original article at face value, no you can't do that. ChatGPT will apparently produce something that is obviously ChatGPT produced and fail to fool even the most absent minded of instructors that you have read the material.

      Only if you don't have any custom instructions about style and don't proofread it afterwards. All the usual "tells" of ChatGPT are very obvious to scrub out, and you don't have to use OpenAI's chat wrapper to begin with.

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  • > Novice programmer will claim that LLM give them power to take on hard tasks and programm in languages they were not familiar before. But they are not gaining any skill nor knowledege from that experience.

    Not true.

    Using LLM to learn quickly a new programming language + being productive is best method ever. If you pay attention, you acquire rapidly new skill and knowledge, and those that are relevant to your job.

    Using LLM is MUCH more efficient than reading a book going through all the minute details of the language prior telling how to use it. It's the same as learning a language from your parents compared to learning a language from a class. You might not know all the grammar rules, but you'll be way more proficient. And nothing prevents you from learning the grammar later on.

    • > Using LLM to learn quickly a new programming language + being productive is best method ever. If you pay attention, you acquire rapidly new skill and knowledge, and those that are relevant to your job.

      I tend to disgree. maybe for you, but my mind does not work that way.

      As a teacher at a university I come to see that students "learn" by asking an LLM, but they forget to understand the content the LLM produces because the LLM actually solves the assignment (mostly) for them. One may say that's the teachers task to produce better questions, but the thing I most "struggle" with that getting educated as a student seems to just be a play of "gaming the system". Yes, it was similar during my time (learning how to reach your goal with as less effort as possible is a good part of the "education" at a university IMHO), but we actually had to think and understand while today just seems like prompt-and-copy.

  • essay*

    (I don't usually do that, but it appears so many times in the first few sentences that I had to do it here)

    I agree with your points, though, but I think that they are in agreement with the comment you are answering to...

    • Hehe, it's fine, at least it proves that the post was written by human. ;)

      And yeah, and revisiting the OP we're on the same track.

  • > If I ask google maps to plot me a directions from Prague to Brussels it will yield a list of turns that will guide me to my destinations, but by any means I can't claim I've learned topography of Germany in the process.

    There are multiple ways you can use such technology, too. If you use Google Maps with its out-of-the-box configuration for turn-by-turn directions, with it oriented in the direction of travel, you won’t learn so much; but if you change it to always display the map north-up, and look at the map it shows you—inferior though it be to good paper maps, in most cases—it’s easier to develop a feel for layouts and geography.

  • > But they are not gaining any skill nor knowledege from that experience.

    It sounds like you agree with GP.

It's been obvious since ChatGPT blew up in early 2023 that educators had to rethink how they educate.

I agree that this situation that the author outlines is unsatisfactory but it's mostly the fault of the education system (and by extension the post author). With a class writing exercise like the author describes, of course the students are going to use an LLM, they would be stupid not to if their classmates are using it.

The onus should be on the educators to reframe how they teach and how they test. It's strange how the author can't see this.

Universities and schools must change how they do things with respect to AI, otherwise they are failing the students. I am aware that AI has many potential and actual problems for society but AI, if embraced correctly, also has the potential to transform the educational experience in positive ways.

  • > they would be stupid not to if their classmates are using it.

    Why would they be stupid? Were people before LLMs stupid for not asking smarter classmate/parent/paid contractor to solve the homework for them?

    Large part of education is learning about things that can be easily automated, because you can't learn hard things without learning easy things. Nothing conceptually changed in this regard, like Wolfram Alpha didn't change the way differentiation is taught.

    • Agreed, my bad choice of words. I really meant 'stupid' from a slightly ironic, competitive point of view. It's like the pressure to cheat in professional sport is obviously so intense, I'm sure a lot of a cheat's motivation is to remain competitive because their colleagues are cheating so they feel they have to as well, otherwise they lose.

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    • > Were people before LLMs stupid for not asking smarter classmate/parent/paid contractor to solve the homework for them?

      In American universities where your GPA from your in-class assessments forms part of your final grade? Yes, absolutely.

      Where I came from you do your learning in class and your assessment in a small, short set of exams (and perhaps one graded essay) at the end of each year. That seems far more conducive to learning things without having to juggle two competing objectives the whole time.

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  • I'll leave this link here in case you feel like being depressed today:

    https://www.reddit.com/r/ChatGPT/comments/1hun3e4/my_little_...

    • It seems to me that the little sister is acting rationally. Yes it's a bit lazy but then: when was the last time you used a calculator for a calculation that you could have done in your head? Do you actually need to be able to do mental arithmetic, do you actually really need to be able to work out what 24 + 7 is in your head?

      I don't know what the answer is. I'm old school, if it was up to me I'd bring back slide rules and log tables, because that's such a visual and tactile way of getting to know mathematics and numbers.

      It's interesting to consider how AI is affecting humans' cognition skills. Is it going to make us stupid or free us up to use our mental capacities for higher level activities? Or both?

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  • > With a class writing exercise like the author describes, of course the students are going to use an LLM, they would be stupid not to if their classmates are using it.

    Its only stupid if you try to optimize for the wrong things (finishing quickly, just getting a pass).

    I'd say it's very smart if you don't rely on LLMs, copy the homework from someone else, or similar; because you're optimizing for learning, which will help you more than the various shortcuts.

  • > The onus should be on the educators to reframe how they teach and how they test. It's strange how the author can't see this.

    > Universities and schools must change how they do things with respect to AI, otherwise they are failing the students.

    Hard disagree.

    Students need to answer a fundamental question of themselves;

      Am I here to learn or to get a passing grade?
    

    If it is the former, the latter doesn't really matter.

    If it is the latter, the former was not the point to begin with.

    • Why isn't both a valid option, can't one be at a university to both learn and get a degree+GPA showing they did well at doing so? In any case, why does a student selecting that they are there to learn negate the responsibility of the university to provide the best curricula for students to do so with?

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    • Universities do not provide knowledge, this is a romanticization of an ideal. They are about getting a passing grade and a certificate so that you can enter the workforce. The idea that you go to college to get an education is just a polite fiction to appease students and their parents

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  • Seems like you missed the point of the article. The author is saying that if you treat the class/lesson as a means to an end only where the goal is to get a diploma then you’re not actually getting an education. If you’re using an LLM to do the work for you even if the other students are too then you’re just following all the other lemmings off the ledge.

  • do you think that the purpose of college/school/… is to give you a degree because you paid them money ?

I think these complaints will fall onto deaf ears for at least two reasons:

1. Students are a captive audience. They don't want to be there. It's the law that makes them be there. Even once you're beyond mandatory education this holds true: they were just carried into further education by momentum. They didn't realize they had a real choice or what alternatives were available.

2. A lot of the skills you build in classes aren't useful to you. I spent a lot of time in my English (second) language classes, but it was my use of the internet that really taught me the language. The later years of English classes was just busywork.

In my native language classes I had to write a fair number of essays. The only time this was useful was the final exam of that class. I haven't written a "real" essay since. Even if I did, it would probably be in English and use a different style - something taught to me by forum posts.

  • But this is exactly the problematic viewpoint. You thought that the point of letting you write essays in your native language was to enable you to write essays. It isn't, it never was.

    • But what was the point then?

      During the final exam, a national exam (all the students did it at the same time in the country) you were given blank pieces of paper, a pen, 10 different topics to choose from, and 6 hours.

      You pick a topic, write a draft, then write the essay. ~700 words.

      Bonus points if you use relevant literature or science quotes in it. Quotes you had to memorize, without knowing the topics.

      None of the topics resonated with you? Tough luck, buddy.

      Don't have any 'novel' ideas? Figure something out!

      Cited something the reader didn't know about? Should've known better!

      Quoted someone the person grading doesn't know? Better hope they're in a good mood!

      There's a reason they got rid of this style of exam a few years later. Doesn't change that this one thing dominated my native language and literature classes.

      My biggest takeaway from it is how much I hate my native language class and literature class, but that might've happened even without the essay.

> Students who know least of all and don't understand the purpose of writing or problem solving or the limitations of LLMs are currently wasting years of their lives

Exactly. I tend to think that the role of a teacher is to get the students to realise what learning is all about and why it matters. The older the students get, the more important it is.

The worst situation is a student finishing university without having had that realisation: they got through all of it with LLMs, and probably didn't learn how to learn or how to think critically. Those who did, on the other hand, didn't need the LLMs in the first place.

Yeah I’ve been explaining something similar to people. Go ahead and spend your time using the Llm but if you think no one notices you’re wrong. Your colleagues/teammates notice and when it comes time to test your real mettle you will end up last in line because no one has confidence that you can do anything but fake your results. This will hurt you when you want a promotion or raise or recognition of some sort of your efforts.

It's especially damning since cognitive research is not at all ambiguous on the topic. Learning is the result of deliberate practice, intentionally placing yourself in situations where you need to solve problems. The output is irrelevant, building mental capacity is the game. The struggle to learn isn't just some unfortunate obstacle to be optimized away by technology. It is the cognitive mechanism by which we build knowledge.

> It's been incredibly blackpilling seeing how many intelligent professionals and academics don't understand this

I figured this out in high school. It can’t be all that uncommon of a thought that if you are already in school and paying and given time to learn, you might as well do so?

  • I think that figuring this out is a great achievement. Probably one of the goals of school. It depends on many factors and the sooner, the better.

    Young kids don't get it, they just do what they're asked. That's okay. University students graduating without having figured it out is a problem. And somewhere in the middle is when the average student gets there, hopefully?

> Students who know least of all and don't understand the purpose of writing or problem solving or the limitations of LLMs are currently wasting years of their lives letting LLMs pull them along as they cheat themselves out of an education

My high-school age daughter told me how her small private school solved this problem:

They brought back oral exams.

There aren't a lot of other good options. Written take-home work and online tests have always been fertile ground for cheating. Another benefit of oral exams: you learn to communicate under stress.

An analogy I've heard is that it's like using a forklift at the gym. The point is not to get an object from point A to point B, it's to develop skills.

There were 40,000 people in Kenya writing papers for American students before LLMs came along.

I myself went to college to get the meal ticket, not to learn. But since the system was entirely exam based, I was forced to learn.

"Anyone who actually struggles to solve problems and learn themselves is going to have massive advantages in the long term."

Looking forward towards is, but I fear that might be wishful thinking in part.

Also pre LLMs I have seen too many deep thinkers fail and pretenders succed. I don't see how LLMs can change that. Unless we all collectivly grow tired if pretenders and fakers amd value deep understanding. I just see not many indication of that.

  • I agree wholeheartedly with your last point. Pretenders are so easily seen by word choice and phrasing alone and yet these valueless additions are accepted and not immediately called out because it's not polite to call out. For example: when minimizing or distancing themselves from their failure or associating themselves with someone else's success.

    There should be zero tolerance for these types of behaviors in my opinion. I see zero evidence of these behavior even being identified by most, let alone any thought on calling them out or stopping them.

    You've helped me realize that folks using llms in replace of learning to write themselves are almost certainly giving up all thought of nuance on a topic and are, without realizing it, letting the llm either ignore or add nuance based on its training data and random chance.

    Hopefully the pendulum will swing the other way and there's a public epiphany but given the loss of nuance over the decades I'm not betting on it

Using llm’s for papers does not mean your brain is atrophying though. There are lots of ways to challenge the mind even if you use llm’s to write some papers.

  • Sure. And there are new pedagogies that educators are trying out that help people learn even in the presence of these tools.

    But a huge amount of "ugh I'm too smart for this assignment" complaining that students do is just kids being immature rather than an honest attempt at learning through other means.

  • > Using llm’s for papers does not mean your brain is atrophying though.

    It means that you are losing your time. If you are a university student and use LLMs for your classes while "challenging your mind" for stuff outside of class, maybe you should just not be studying there in the first place.

    • Yes, I too enjoy that universities never send students to pointless filler courses. I really enjoyed writing long essays about ethics in software engineering for people who'd barely even read them. I especially benefited from being told that "tell your boss, tell HR, then make a police report and quit if that didn't fix it" is not an appropriate response to being asked to break the law at work.

      While we're talking about things we're grateful for, I am so glad that we've structured the education and employment systems such that not having a degree puts you at significant risk of unemployment, prevents you from ever immigrating anywhere for the first decade of your working life, and generally marks you as a failure.

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    • If you want the certificate, it must be issued by the certificate authority.

      If you want to make your own certificates, good luck getting them on the trusted list.

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  • > Using llm’s for papers does not mean your brain is atrophying though. There are lots of ways to challenge the mind even if you use llm’s to write some papers.

    Writing is hard. Sometimes it means sitting with yourself, for hours, without any progress. Leaning on an LLM to ease through those tough moments is 100% short circuiting the learning process.

    To your point, maybe you're learning something else instead, like when/how to prompt an LLM or something. But you're definitely not learning how to write. Whether that's relevant is a separate discussion.

    • Lately I've been saying often the phrase "the process is the product." When you outsource the process, then the product will be fundamentally different from what you would have delivered on your own. In my own case of knowledge work, the value of the reports I write is not in the report itself (nobody ever reads them...) but rather the thinking that went into them and the hard-won wisdom and knowledge we created in our heads.

    • > Leaning on an LLM to ease through those tough moments is 100% short circuiting the learning process.

      Sounds like "back in my days" type of complaining. Do you have any evidence of this "100% reduction" or is it just "AI bad" bandwagoning?

      > But you're definitely not learning how to write.

      How would you know? You've never tested him. You're making a far-reaching assumption about someone's learning based on using an aid. It's the equivalent of saying "you're definitely not learning how to ride a bicycle if you use training wheels".

  • Even if that's true I imagine there's a huge correlation between not trying on other challenging things and using LLMs for papers

  • If they use LLM for writing papers, they probably use it for other things as well. I have seen so many instances of adult actually skipping the step of "whys" and "whats" and go straight to "ask the LLM and we trim backwards".

    Its basically adults producing texts of slop messages to each other. It is actually atrophying.

    You might be in a circle of people that wants to know "why" things work. For example, when there's a bug, we go through several processes of:

    There's a bug...why does it happen? What were they thinking when they wrote this? How to prevent this from happening?

    This is true even for simple bugs, but nowadays you just vibe code your away into the solution, asking the AI to fix it over and over without ever understanding how it works.

    Perhaps its just the way things are. I mean who uses their head to do calculations nowadays? Who knows how to create a blurring effect in physical drawing?

  • writing is one of the best way to develop your thinking. students really are cheating themselves if they use LLMs to write their assignments

  • If you used a wheelchair every day, your legs would atrophy.

    Regardless of the existence of other ways to exercise your legs which you also will not do, because you're a person with working legs who chooses to use a wheelchair.

    • Many people with working legs choose to drive. It doesn't mean they don't go to the gym. Actually people even drive to the gym! (surprise, I know)

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    • You’re describing an extreme so let me counter with a different “what if” extreme: If , every day, you use a wheel chair for five minutes and run for several hours followed by 200 squats then your legs will not atrophy. My point is that writing papers is only one way to work your mind and using llm’s for this does not indicate how you use your mind overall.

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There're several sides to this.

Different courses and universities vary in teaching quality greatly. Often the examination criteria is loosely correlated with knowledge or skill and students end up studying 'around' the examination process, rather than learning for the sake of it or for enjoyment.

Someone mentioned verbal exams - this is the way to do it, but I only had a pleasure to do very few in my years. Probably because it's seen as 'too time consuming' or 'time wasteful', so the shift is then to the student to waste their time instead.

And then you get the occasional course with a lecturer everyone just pays 100% attention to and engages with, where you almost don't need an exam in the first place.

'The problem of LLMs in academia' is a symptom. You get what you measure.

This is somewhat reflected in how we value university degrees. You get very little additional salary from having finished all but the last semester of a degree. The big boost all comes from the last semester where you get the degree. You'd expect that the vast majority of the actual knowledge is already there at that point and late dropouts would be seen by employers as some great bargain. It shows that the signaling of the degree trump's the actual knowledge. Good discussion with Bryan Caplan on this: https://www.econtalk.org/bryan-caplan-on-college-signaling-a...

So, unfortunately the student's behavior is somewhat rational given the incentive structure they operate in.

I always get triggered when people argue against „rote memorization” - but it also is technique that builds up knowledge, skills and experience.

Even if one won’t need that specific know how after exams - just realization how much one can memorize and trying out some approaches to optimize it is where people grow/learn.

  • Coming from the other side of this argument: In my degree, rote memorization was required for a surprising amount of courses. It required students, me included, to memorize huge quantities of things we knew were utterly irrelevant to anything but being graded. (This prediction remained true). Committing irrelevant course work into memory over and over again almost burned me out, certainly made me lose all interest and fun in learning for over a decade afterwards. To be honest, I still feel slightly burned and that might never go away.

    You might have attended a good degree, where the learned information was actually beneficial. But I'd bet for most degrees out there, rote memorization is the consequence of professors wanting easily gradable exams, existing for their benefit, not the students.

    Which means the actual problem is low quality education and degrees and we might find common ground here.

  • Memorizing things is somewhat helpful but being able to parrot back answers to questions is not at all the same thing as knowledge, skills, or experience. Memorizing a bunch of facts is an adequate way to fool someone into thinking you have those things. Testing for memorized facts is a good way to misidentify useful skills.

    • And yet there is still value in facts. For example, learning the ideal gas law in high school has enabled me to understand in my adult life how gases will react when compressed or when released. Yet the ideal gas law is a simple fact that you can memorize in minutes. In this case, memorizing that small fact about physics enabled me to apply it to gain understanding of other situations.

      I believe that the same holds true for other facts one might memorize. Yes, the fact may seem like meaningless trivia (and might even be so at times), but in the right situation knowing that fact can help with understanding. You can certainly spend too much time on memorization of facts, but that doesn't mean it has no place either.

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  • I think memorization is very important for one big reason:

    Facts and knowledge acts as a scaffolding, making it easier to absorb more information and knowledge the more you have.

A non-STEM friend got to study/research at really great places across India, Germany, UK, USA, and China for her UG, MA, MPhil, PhD, and postdoc (including lots of field/on ground work). She said that she noted one common theme among her seniors (guides, mentors, colleagues, professors etc) -> that some bad, shit, low quality, whatever published paper is >>>>>>>>>>> high quality work/research but not published or slow to publish (and often for good reason). And she added these were not run of the mill profs who needed those to survive professionally or academically but the likes whose names/reputation often matter more than their departments by many times and don’t need survival at all anymore.

If the purpose is thinking, why is the exercise so often about just producing an artifact out of text?

And so often also on wildly tangential subjects that are purely academical artifacts.

Cheating with LLMs is the inevitable conclusion of being a subject to a dragged out must-have education system that mostly just cheats the students of their time and money. That's the friendly way to put it.

I jumped through all the fucking hoops and now I'm paid handsomely, at every corner of the road leading here you see some pompous academic wankers with more medals than a photoshopped North Korean general.

In real life, many education professionals are co-conspirators with students to produce work artifacts in lieu of actual work, ChatGPT has done wonders for both parties to help accelerate production of piles and piles of paper that have the appearance of schoolwork, paper piles > learning is the nash equilibrium of the incentives in our present education scheme in the United States.

But don't worry, worst case scenario, all of the kids growing up in this environment that are actually learning will build structures to exploit the prompters, I suspect the present situation where prompters can accidentally find themselves in real jobs is transient and building better filters will become survival imperative for businesses and institutions.

I can definitely tell which of my teachers at university fell into that camp and which didn't. The classes where I left feeling like I learnt the most were the ones where the assignments challenged us and were a core part of the teaching. In many other classes the teaching and the assignments felt separate, with the assignments just existing to test our knowledge rather than grow our skills.

I think this is going to be a problem as long as the metrics by which we evaluate students are intolerant of human errors and prioritize right answers over thinking skills.

The current situation is that people need to pass exams, get certain GPA's, etc. to have opportunities unlocked to them. Education today is largely about collecting these "stamps" that open doors and not about actual learning.

I avree with starting from the third paragraph. However I disagree about what you said on academics. The few I interrogated on the topic already adapted their practice, notably changing the kind of homework they give, and changing exam format.

My students however don't understand that the importance is on the process, not the result. My colleagues do.

You can’t reason through this problem. If there’s homework due, teenagers are going to use LLMs. The ones that don’t are going to work very hard just to end up with at par work with everyone else. The only solution is returning to a paradigm of heavy in class testing.

> let their brains atrophy only to get a piece of paper

this isn't the root of the problem

the root of the problem is that higher education has become, for the most part, an exercise in getting a piece of paper, so that you can check a box on a form or pass first level screening for a job

Someday, LLMs are going to cost actual serious money to use and people will have “LLM bills” to pay every month just to have some semblance of a brain at work. Maybe a portion of salary can just be deducted directly from a paycheck to pay for LLM tools.

  • I can run the Qwen 3 0.6B model directly on my 3-year-old phone, and it can rewrite text and help me clearly explain my views. Even with new models possibly being less open and subsidized options drying up, we still have useful open models available for free on consumer hardware.

    Source: I used it to write this post.

Actually in real world AIs are doing great and continuosly accelerating and augmenting human efforts to solve open ended problems. Academic institutions should help students embrace AI tools and not just penalize them for using it.

knowledge gap and consolidation just gets wider, like before. the internet rotted peoples brains but also brought that knowledge to people who would have never had the opportunity to learn.

those who use the tools to accelerate their learning will do so and others who use it just to get by will see their skills atrophy and become irrelevant.

>> the purpose of a class writing exercise

> how many intelligent professionals and academics don't understand this

Mastery of a discipline does not imply any pedagogical knowledge, despite anything one of my childhood heroes, Richard Feynman, might have claimed.

Despite frequent claims otherwise, in my experience and sampling of PhDs and Masters of different sorts and grad students working toward those degrees, an advanced degree does not teach anyone how to lead or teach. This is true of even some of the folks I knew studying Education itself who were a little too focused on their own research to understand anything "so simple."

> cheat themselves out of an education

What's "an education," though? For some people, education is focused on how to learn. For others, it's focused on some kind of certification to get a job. Some of us see value in both. And I'm sure there are other minority opinions as well. We, as a society, can't agree. The only thing we can seem to agree on in the US is that college should be expensive and saddle students with ridiculous debt.

To play devils advocate: There's so many times in school where I remember having to do BS tasks which could have been better spent working on side projects instead. If the students are smart that's how they'll leverage these tools. The vast majority won't but some will.

Dangers of Intelligence and Other Scientific Essays by Asimov predicted all this hullabaloo quite a while ago. So, yeah, seems like evidence to support your position. Welcome to the party. :)

Blame capitalism & endless growth. The blame for the shortening of the journey from input to output lies solely with those that we love to see become billionaires.