[HN Gopher] Creativity fundamentally comes from memorization?
       ___________________________________________________________________
        
       Creativity fundamentally comes from memorization?
        
       Author : shw1n
       Score  : 305 points
       Date   : 2024-07-30 22:37 UTC (1 days ago)
        
 (HTM) web link (shwin.co)
 (TXT) w3m dump (shwin.co)
        
       | shw1n wrote:
       | Something I noticed from being raised by Indian parents while
       | going through the US school system
       | 
       | And again after learning how to acquire new skills quickly
        
       | galkk wrote:
       | I will disagree. Creativity comes from applying acquired
       | knowledge (that's where memorization comes into account) in new
       | contexts.
        
         | shw1n wrote:
         | Appreciate you reading!
         | 
         | But how do you know how to apply this acquired knowledge in
         | this new context?
         | 
         | It's some form of pattern matching right -- which imo is just a
         | less obvious form of memorization
         | 
         | i.e. you've memorized the match between inherent traits of the
         | context with a specific application of that knowledge
        
           | GavinMcG wrote:
           | To me, "memorization" implies an active process focused on
           | learning a particular set of "matches" (to adopt the term
           | you're using here). But it seems to me that tacit knowledge
           | (and other products of less concentrated/deliberate learning)
           | often plays a substantial role in creativity.
           | 
           | That is, creativity fundamentally comes from internalized
           | knowledge (as the article says) but internalized knowledge
           | doesn't necessarily come from memorization.
        
             | shw1n wrote:
             | I think I see -- in your view "memorization" only refers to
             | conscious learning
             | 
             | While internalized knowledge comes from "subconscious" (for
             | lack of a better word) learning?
             | 
             | I guess I'm equating the two here and just using
             | memorization as "committing to memory", with the belief
             | being that you can construct the heuristic you'd normally
             | acquire subconsciously and cut down time to mastery
        
               | GavinMcG wrote:
               | I think memorization can play a role in internalizing
               | knowledge, but it isn't a "fundamental" as in necessary.
               | Internalized knowledge can also come from other sources.
        
           | drewcoo wrote:
           | > But how do you know how to apply this acquired knowledge in
           | this new context?
           | 
           | That question has a false precondition baked in. If you know
           | how, it's not creative.
           | 
           | > It's some form of pattern matching right -- which imo is
           | just a less obvious form of memorization
           | 
           | No. Sensing and matching patterns does not imply
           | memorization. Everything you're saying is completely loaded.
           | 
           | Did you just discover memorization? Because the pattern I see
           | in your words is similar to anyone who's just learned a new
           | tool or technique - they overapply it everywhere as they
           | learn to use it.
        
             | shw1n wrote:
             | But you must have knowledge of the basic units of your
             | chosen art to apply that to the new situation right?
             | 
             | E.g. if you're an artist, at the very least you need the
             | knowledge of how to draw a line
             | 
             | From other comments here it seems the definition of
             | "memorization" seems to be where disagreements are
             | 
             | Maybe this is a better explanation: once I started trying
             | to make whatI just learned is called "tacit knowledge" more
             | explicit and then committing it to memory, I was able to
             | cut learning times down significantly
        
               | Sakos wrote:
               | I think the disagreements are largely from this weird
               | cultural bias against any form of explicit
               | "memorization". It's very, very strange.
        
               | Jensson wrote:
               | > E.g. if you're an artist, at the very least you need
               | the knowledge of how to draw a line
               | 
               | But no artist memorize how to draw a line. They learn how
               | to draw a line, but learning isn't the same thing as
               | memorizing.
        
       | rokob wrote:
       | This seems to resonate with my experience, although I feel myself
       | bristling due to the baggage of the word memorization.
       | 
       | Although sometimes "memorization" doesn't happen because you sit
       | down to do it but rather that you keep using the same things over
       | and over when solving problems that they become internalized. I
       | find that to be a more fruitful path towards understanding that I
       | don't want to call memorization but it is.
        
         | shw1n wrote:
         | Thanks for reading!
         | 
         | And agreed -- it's this exact realization that led me to both
         | this method and title
         | 
         | Imo this negative connotation has made many people refrain from
         | calling internalization what it is
         | 
         | But acknowledging that it's memorization has actually made me
         | more efficient at learning, since I can now consciously look
         | for the heuristic, codify it, and try to commit it to memory
        
         | Sakos wrote:
         | Maybe you should first try to separate the negative feelings
         | you have towards the word "memorization" and the word itself
         | "memorization". There's nothing bad about memorization. This
         | sort of negative bias about inconsequential things is something
         | that can easily hold us back from things that could help us
         | further ourselves.
        
           | rokob wrote:
           | Tell me about it. Trying to get better every day.
        
       | qingcharles wrote:
       | I genuinely thought creativity was something else until LLMs hit
       | escape velocity and humbled me hard.
       | 
       | After that I realized that creativity wasn't some magical quality
       | that would be hard to reproduce mechanically.
       | 
       | And that also made me a little sad.
        
         | shw1n wrote:
         | I'm glad you said this -- I felt the same way after making this
         | discovery through my method outlined in this post
         | 
         | It similarly took the magic out of creativity and learning a
         | bit, and made it all seem like work
         | 
         | The main way I've found around it is the joy in being creative
         | once basic autonomy is achieved in new skills
         | 
         | Consciously discovering the heuristic is another fun part
        
         | sva_ wrote:
         | But LLMs to date can't really differentiate well between a
         | creative insightful answer, and a nonsensical one. The
         | selection process is still done by a human.
        
           | qingcharles wrote:
           | This is true. I hadn't thought about that aspect.
        
       | euvin wrote:
       | I think memorization gets a bad rep because you need to be
       | acutely aware of what you're memorizing, like memorizing the
       | sequence of an answer sheet instead of core concepts. But when
       | done sufficiently rigorously, the foundations of memorization
       | _make room_ for higher-level critical thinking and reasoning.
       | 
       | Practice is an oft suggested solution to developing mastery, but
       | I did like how the article framed it: creating subconscious
       | heuristics and memory.
        
         | shw1n wrote:
         | Couldn't have said it better, exactly -- the negative
         | connotations of the word prevent us from recognizing what
         | powers learning at its core
         | 
         | But imo acknowledging this unlocks greater speeds and gets us
         | to the "fun part" quicker
        
         | kiwi_kim wrote:
         | Absolutely, especially in real world application. If you don't
         | have the ability to pull on fundamental ideas anywhere,
         | anytime, then have you really mastered the learning material?
        
         | usrbinno wrote:
         | Right. I noticed this acutely in an abstract algebra course. We
         | learned several different proof methods, then the exam was just
         | "prove these theorems with the tools you have". I'd never been
         | challenged with math like that before. I mean, I bombed it lol,
         | but nobody was going to pass if they didn't remember, say, how
         | to do a proof by induction or what it means. At some point, you
         | need to be able to recall this information. Maybe the
         | psychologists categorize these things differently, but I'd
         | argue it's clear that some form of memorization is necessary
         | for the task.
        
       | tikhonj wrote:
       | "a flash of inspiration connecting internalized concepts"
       | 
       | Well, okay, but rote memorization is neither necessary nor
       | sufficient to internalize concepts.
       | 
       | One of the reasons people make fun of the author's approach to
       | creativity is that systematic memorization fundamentally can't
       | teach _taste_ --so the systematic approach reeks of awkward, try-
       | hard, low-brow, tasteless art.
       | 
       | More broadly, memorization doesn't help much with any sort of
       | tacit knowledge, not just taste. I just figure taste is
       | especially important in creative endeavors. That's definitely the
       | case for programming! Memorization in programming gives us
       | architecture astronauts and design-pattern soup rather than
       | elegant code.
       | 
       | For what it's worth, I do think that it is useful and important
       | to have a good mental model of what expertise is and how you can
       | develop it. Memorization might be a _component_ of this, but it
       | 's going to be a _small_ component at most. I expect that
       | realistic practice with fast feedback and expert mentorship
       | matters far more. (If you 're curious, I found the book _Sources
       | of Power_ by Gary Klein gave me a good way to think about how
       | expertise works.)
       | 
       | At the same time, memorization has a real cost: it takes time and
       | it's frightfully dull. For me, at least, trying to memorize
       | something without context is not just ineffective but also
       | totally kills any intrinsic motivation I have for whatever I'm
       | learning. Sometimes a bit of memorization is unavoidable, but
       | I've found that to be relatively rare. Otherwise, my time is
       | generally better spent on some sort of practice in context.
        
         | shw1n wrote:
         | Thanks for reading and the response!
         | 
         | One of the points I'm trying to make is that taste and elegance
         | fundamentally stem from an internalized heuristic -- which at
         | it's core is memorization.
         | 
         | I understand the connotation of "memorization" evokes an image
         | of blindly memorizing without connecting, but isn't the
         | tastefully developed expertise just memorization of a better
         | heuristic?
        
           | etrautmann wrote:
           | not the parent poster but I think I agree with your
           | perspective here. The alternative is that some individuals'
           | taste or sense of aesthetics is somehow innate and unmoored
           | from the statistics of the things they experience. There may
           | be something to this, but for most practical purposes I would
           | agree with your point.
        
             | tikhonj wrote:
             | Another alternative is that taste is something you can only
             | learn through experience and mentorship, where memorizing
             | simple rules and heuristics is not sufficient. Taste is an
             | example of tacit knowledge[1].
             | 
             | [1]: https://en.wikipedia.org/wiki/Tacit_knowledge
        
               | shw1n wrote:
               | Perhaps this is where I disagree -- I believe while
               | difficult, all tacit knowledge can be made explicit, but
               | is just hard to do so
               | 
               | This may be because I'm not good at picking up on social
               | cues, so had to learn things more consciously
               | 
               | But ofc I could also be wrong and maybe there are things
               | the subconscious can learn that the conscious cannot
        
               | etrautmann wrote:
               | There's another argument though that some taste is
               | genetically programmed, like our affinity for campfires
               | or sweeping views. Those don't seem to be learned as they
               | seem to be entirely cross cultural and innate. Those
               | aren't examples of art of course but make the point that
               | some sense of aesthetics may not be learned.
        
           | tikhonj wrote:
           | That's true if you broaden the definition of "memorization"
           | to cover all learning, but "learning is necessary for
           | creativity" would not be a particularly interesting thesis.
           | 
           | Expertise is the result of learning from past experience,
           | both in developing an internal intuition for what you're
           | doing and in having past patterns to draw upon. To the extent
           | that experts have simple easily verbalizable heuristics,
           | these are largely post-hoc attempts at explaining their
           | intuition rather than an accurate reflection of how they make
           | decisions.
           | 
           | And, in fact, experts can't even always do that: it is
           | perfectly possible for experts to make good decisions without
           | being consciously aware of why they are making them, and
           | explaining _how_ to make good decisions is a separate skill
           | from being able to make them in the first place. The book I
           | mentioned has a memorable story about a firefighter who
           | thought he had precognition after pulling his team out of a
           | dangerous situation without any specific indicator of the
           | danger, but I figure a more common example is experts saying
           | they did something because it was the  "obvious" or "clean"
           | or "better" way to do it and getting a bit flustered when
           | pushed further.
           | 
           | We can see this in action pretty clearly if we look at advice
           | for, say, writing. There is a lot of advice from good writers
           | but just memorizing and blindly following this advice is
           | actively counterproductive. Advice you can memorize
           | fundamentally must lack nuance and context. We can see this
           | clearly because so many different pieces of writing advice
           | contradict each other and because good writers do not follow
           | any of those suggestions with any consistency.
           | 
           | The same definitely applies to programming, which is why we
           | have both "don't repeat yourself" and "you ain't going to
           | need it", and why new programmers trying to apply either rule
           | (or both!) to a codebase inevitably create a mess. What I've
           | found with programming advice is that most suggestions are
           | either actively wrong or too vague to be useful. (By the time
           | you've learned enough about programming to be able to follow
           | the vague advice, you don't need it very much!)
        
             | ahazred8ta wrote:
             | This happened about 20 years ago when they were trying to
             | automate recognizing cancer cells. They showed photos to
             | experienced diagnosticians and asked 'What features do you
             | look for?' They couldn't articulate what they were seeing.
        
               | heenrik wrote:
               | The concept is called 'tacit knowledge'.
        
           | Llamamoe wrote:
           | I don't think I can agree, as an extremely creative person
           | with extremely bad memory - to a point where I pretty much
           | never memorize _anything_ , whether intentionally or by
           | accident.
           | 
           | What I find instead, is that by just processing novel
           | information, especially if I focus on analysing it, my brain
           | internalizes insights and builds model of that type of thing,
           | allowing me to either imperfectly reconstruct what I've seen,
           | or to come up with an infinite array of permutations,
           | extrapolations, etc which is where the real ideas come from.
           | 
           | Further, ideas crucially revolve not around just the
           | information itself, but the "feel" for what role they play in
           | the whole, how well they do it, in what way they're notable,
           | etc.
           | 
           | In fact I'd straight up claim that memorization is
           | antithetical to creativity - a perfect ML autoencoder or GAN
           | would just regurgitate the training data. Creativity comes
           | from generalisation while memorisation is analogous to
           | overfitting.
        
             | XenophileJKO wrote:
             | A million times this.. I also am extremely creative and in
             | fact I think the MOST creative people are really bad at
             | intentional memoration, but are good at seeing patterns.
             | 
             | I feel like often the reason a creative person is hyper
             | creative is they haven't memorized things so they are
             | trying to rebuild information all the time in their heads
             | from very sparse details.
             | 
             | This creates the transformative and relational combinations
             | of information that a person memorizing can't see because
             | it is created from a lack of organized specific information
             | rather than a bounty of it.
        
             | Sammi wrote:
             | "What I find instead, is that by just processing novel
             | information, especially if I focus on analysing it, my
             | brain internalizes insights and builds model of that type
             | of thing"
             | 
             | Sorry, but this is memoization.
        
               | guitheeengineer wrote:
               | I feel like every reply making a point against
               | memorisation would benefit from having their definition
               | of what is memorization, because every single one of
               | those replies sound like they're still implicitly
               | describing some sort of memorization as the better way
        
               | maksimur wrote:
               | I feel like this is about the difference between
               | rote/explicit memorization and organic/implicit/tacit
               | memorization, for a lack of better words. I suspect the
               | former could narrow/restrict your understanding because
               | it may be constrained/limited by the
               | vocabulary/definition itself.
        
               | djeastm wrote:
               | I think perhaps there's a confusion of "memorization"
               | with "rote memorization". The word "rote" connotes
               | flashcards and dull drills, but memorization by itself,
               | to me at least, is more like "a focused attempt at
               | internalizing information", in whatever way that means to
               | a person, as opposed to just ingesting it or letting it
               | wash over you/osmosis.
               | 
               | But that's just my interpretation of the terms. I don't
               | know what the "official" meanings are.
        
               | alan-hn wrote:
               | Exactly, everyone here is just describing different forms
               | of memorization
        
               | XenophileJKO wrote:
               | Is it? If I don't remember any of the detail, but just
               | the general "feel" of the concept.. is that memorization?
        
               | jaggederest wrote:
               | https://qbi.uq.edu.au/brain-basics/memory/types-memory
        
               | barrkel wrote:
               | What do you call it when you remember things so you can
               | repeat them but you can't generalize? E.g. if you learn a
               | poem or phrase in a foreign language, but can't reuse the
               | words in different contexts? Or being able to recite a
               | rule, but not automatically applying it?
               | 
               | Is there a word for this?
               | 
               | Similarly, we should have a word for knowing how to reuse
               | something in a different context, but not recall its
               | origin or its canonical portrayal. Being able to apply a
               | rule, without being able to recite it.
               | 
               | Do you think there's one word which means both of these
               | things, which are opposites, as I've stated them?
        
               | Izkata wrote:
               | > What do you call it when you remember things so you can
               | repeat them but you can't generalize? E.g. if you learn a
               | poem or phrase in a foreign language, but can't reuse the
               | words in different contexts? Or being able to recite a
               | rule, but not automatically applying it?
               | 
               | "Rote memorization"
        
               | barrkel wrote:
               | Rote means learning by repetition.
        
               | Izkata wrote:
               | And "rote memorization" is a compound term that means
               | what you were asking for. It's one of those things you
               | can't get the exact meaning of by just looking at the
               | components.
        
               | inciampati wrote:
               | Modeling is not memorization. It's more generic and can't
               | allow you to reproduce the memorized information, only
               | describe its underlying structure.
        
               | mensetmanusman wrote:
               | I think I would call it internalization instead of
               | memorization. People memorize equations not knowing what
               | the variables are, others internalize the concepts of
               | what is trying to be calculated.
        
               | Izkata wrote:
               | > > and builds model
               | 
               | > memoization
               | 
               | Was this intentional and no one caught on?
               | https://en.m.wikipedia.org/wiki/Memoization
               | 
               | Or just a typo?
        
               | Sammi wrote:
               | Typo. Funny typo given we're on hn.
        
               | Llamamoe wrote:
               | If I cannot recall the information or even that I've come
               | across it unprompted, is it really? Because that's my
               | norm, and I still retain insights from that, that are
               | then applicable across topics.
        
             | kqr wrote:
             | I would describe myself exactly the same way as you, and
             | I've always been that way (noticed it at first in school
             | where I would take forever to hand in the memorisation half
             | of an exam but finish the analytical half in record time.)
             | 
             | I recommend giving spaced repetition a serious go. It
             | doesn't cost much and you might be surprised how far it
             | takes even someone like you. It completely changed how I
             | view the role of memorisation in analytical work.
             | 
             | Strictly speaking, someone like you does not need to
             | memorise things because you can always derive them from
             | more fundamental principles. But being able to do that,
             | while a blessing, is also a crutch.
             | 
             | Reasoning from first principles _every time_ is slow
             | compared to pulling out the right relationship for the
             | problem at hand right away.
        
             | philipov wrote:
             | Yes! Creativity often happens when you try to reconstruct
             | something you failed to memorize, but succeed at making
             | something else.
        
             | bobbruno wrote:
             | I think we have a problem of semantics here. Your notion of
             | "the brain internalizes insights" is very close to what the
             | author means as memorizing patterns. They even gabe a few
             | examples where they started with rote memorizations, which
             | were not that useful at first, but eventually a pattern, an
             | insight if you will, emerged.
        
             | pfortuny wrote:
             | Anything you "know" is because you have memorized it. It
             | has nothing to do with either effort, or consciousness.
             | 
             | Memory is the basis of knowledge.
        
               | moate wrote:
               | Which is why the thesis here is boring/less useful. "All
               | colors come from memorization" is also accurate. "All
               | thought comes from memorization". At that point, you're
               | factually accurate but saying little of use.
               | 
               | If you're trying to teach creativity, what do you make
               | people memorize? The author even points out: some
               | cultures are great at memorizing and bad at innovation
               | and vice versa. That's interesting to talk about. "Try-
               | hards use spreadsheets to be funnier" is...sad?
        
               | awahab92 wrote:
               | does it hurt being as stupid as you?
               | 
               | maybe go to a doctor and show them this post.
               | 
               | They will be sad lol. another victim of american school
               | system.
        
           | bryanrasmussen wrote:
           | >One of the points I'm trying to make is that taste and
           | elegance fundamentally stem from an internalized heuristic --
           | which at it's core is memorization.
           | 
           | seems to me there is a relatively big inductive gap there,
           | you believe that there is an internalized heuristic and at
           | its core is memorization, you may even have some evidence
           | that this internalized heuristic has strongly informed your
           | development of taste, but it is pretty difficult to make an
           | argument that is the case for all people.
           | 
           | Aside from that I would say that "internalized heuristic with
           | memorization as the core" puts everything on nurture and no
           | input of nature - which I am pretty much in the camp of
           | combinations of nature and nurture creating the person - of
           | which taste must surely be a big component.
        
           | passion__desire wrote:
           | Schmidhuber reached your conclusions first.
           | 
           | Driven by Compression Progress: A Simple Principle Explains
           | Essential Aspects of Subjective Beauty, Novelty, Surprise,
           | Interestingness, Attention, Curiosity, Creativity, Art,
           | Science, Music, Jokes
           | 
           | https://arxiv.org/abs/0812.4360
        
           | bryanrasmussen wrote:
           | also a question - if you have better long term or short term
           | memory how does that affect taste? How does it affect
           | creativity, if all of these things are essentially
           | memorization you would have to assume that people were more
           | creative and had better taste the greater their ability to
           | memorize things, which in the case of taste especially seems
           | slightly absurd.
           | 
           | In the case of creativity it may be easier to make an
           | argument - but surely you can find people who seem more
           | creative with less ability to memorize.
        
           | bccdee wrote:
           | Why are you attached to the word "memorization" here?
           | Certainly taste comes from experience and learning. Maybe you
           | could argue that all learning is an oblique and imperfect
           | form of memorization--but why argue that at all?
           | 
           | The only reason I can see is if you think memorization could
           | be a shortcut to good taste, which it can't. Acquiring good
           | taste requires broad experience--more information than you
           | can possibly remember--such that you retain a suite of
           | sophisticated intuitions. Cutting that information down to
           | something that can be memorized would require you to (1)
           | already have the intuitions you're seeking to acquire, and
           | (2) be able to express them all in plain English, which, as
           | far as I know, cannot be done. No painter has ever expressed
           | their aesthetic in such a way that a student could memorize
           | that expression and then have the same creative sensibilities
           | as the original painter.
           | 
           | Ultimately, there's no substitute for the process of simply
           | consuming lots of art while paying close attention to what
           | you like about it.
        
         | euvin wrote:
         | Interesting perspective. I do agree that there are people out
         | there who develop a distinct "taste", but I can't tell if this
         | refers to a "style", an emergent property of multiple "habits",
         | etc? I've always wondered how one develops their "taste".
         | 
         | Also, would you consider a subconscious habit "memory"? What's
         | the difference between the two?
        
         | knighthack wrote:
         | I completely disagree with your assertion that _"...rote
         | memorization is neither necessary nor sufficient to internalize
         | concepts. "_
         | 
         | I would recommend reading the book _Moonwalking with Einstein_.
         | There is a lot of discussion there on how memory is linked
         | directly to creativity, and to understanding concepts deeply.
         | 
         | ---
         | 
         | A choice passage:
         | 
         | "... _If the essence of creativity is linking disparate facts
         | and ideas, then the more facility you have making associations,
         | and the more facts and ideas you have at your disposal, the
         | better you 'll be at coming up with new ideas. As Buzan likes
         | to point out, Mnemosyne, the goddess of memory, was the mother
         | of the Muses._
         | 
         |  _The notion that memory and creativity are two sides of the
         | same coin sounds counterintuitive. Remembering and creativity
         | seem like opposite, not complementary, processes. But the idea
         | that they are one and the same is actually quite old, and was
         | once even taken for granted. The Latin root 'inventio' is the
         | basis of two words in our modern English vocabulary: inventory
         | and invention. And to a mind trained in the art of memory,
         | those two ideas were closely linked. Invention was a product of
         | inventorying. Where do new ideas come from if not some
         | alchemical blending of old ideas? In order to invent, one first
         | needed a proper inventory, a bank of existing ideas to draw on.
         | Not just an inventory, but an indexed inventory. One needed a
         | way of finding just the right piece of information at just the
         | right moment._
         | 
         |  _This is what the art of memory was ultimately most useful
         | for. It was not merely a tool for recording but also a tool of
         | invention and composition. "The realization that composing
         | depended on a wellfurnished and securely available memory
         | formed the basis of rhetorical education in antiquity," writes
         | Mary Carruthers. Brains were as organized as modern filing
         | cabinets, with important facts, quotations, and ideas stuffed
         | into neat mnemonic cubbyholes, where they would never go
         | missing, and where they could be recombined and strung together
         | on the fly. The goal of training one's memory was to develop
         | the capacity to leap from topic to topic and make new
         | connections between old ideas. "As an art, memory was most
         | importantly associated in the Middles Ages with composition,
         | not simply with retention," argues Carruthers. "Those who
         | practiced the crafts of memory used them---as all crafts are
         | used---to make new things: prayers, meditations, sermons,
         | pictures, hymns, stories, and poems." ..."_
        
           | shw1n wrote:
           | Great passage -- this is exactly what I was trying to get at,
           | though they've described it with much more eloquence and
           | historical backing.
           | 
           | Have never heard of this book but adding to my list now!
        
           | kiwi_kim wrote:
           | Great book, motivated me to then read The Art of Memory by
           | Frances Yates.
           | 
           | Although I'd say traditional mnemonic devices like memory
           | palaces are basically linear information storage and recall
           | devices. This can create issues in building a flexible web of
           | information, because loci or the order of the path can become
           | dependencies and you can run out of unique spots in a given
           | space, leading to memory interference.
           | 
           | Even spaced repetition methods (e.g. Anki) tend towards
           | fragmentation of micro-ideas. Its perfect for terms,
           | languages, and simple one question -> one answer ideas.
           | 
           | I've found a hybrid method of images, nested loci and spaced
           | repetition to be most useful, because its flexible over time,
           | and preserves relationships of ideas.
           | 
           | (Context: I co-founded a SaaS in this space:
           | www.sticky.study)
        
             | nickpsecurity wrote:
             | You are very correct in my experience since mnemonics
             | backfired on me that way. It was like my brain constricted
             | on those but recall was good in limited situation.
             | 
             | Thanks for sharing your alternative. I like that you've
             | included your references for each component of your method.
             | That might help as many people as your product. I'll look
             | into it sometime.
        
           | mewpmewp2 wrote:
           | Didn't Einstein say that don't memorise what you can look up?
           | E.g. nothing nowadays since we have the Internet.
        
             | djeastm wrote:
             | All of us over here memorizing words to speak instead of
             | looking up each word each time...
        
         | andai wrote:
         | Counterargument: the alphabet.
        
         | naasking wrote:
         | > Memorization in programming gives us architecture astronauts
         | and design-pattern soup rather than elegant code.
         | 
         | Elegance is probably orthogonal to creativity, and likely
         | follows from some kind of minimization principle, like minimum
         | program length. You are effectively distilling the "essence" of
         | something from all of the noise.
         | 
         | Creativity seems different, more like novelty, and creativity
         | following some kind of remix of memorized elements + some
         | randomization seems very plausible.
         | 
         | You can create something novel but not elegant, and something
         | elegant but not novel, and you can distill an elegant version
         | of something novel that your or someone else created and that's
         | the best of all creations.
        
         | keybored wrote:
         | The book _Make it Stick_ taught me that this Don't Cramp My
         | Style With Your Boring Rote Learning (Man) attitude is
         | prevalent in teaching. At least American. They argue that it is
         | wrong for the same reason that the author does.
         | 
         | But saying this to a programming crowd must be the most futile
         | thing. At least instrumentalists have to rote train their
         | muscle memory. That lowest bar has to be passed, even if it's
         | just three chords.
         | 
         | But the article isn't about _programming_ creativity though. It
         | is a general concept. But if honing in on the mythical lone-
         | genius activity (geniuses never practice in a structured way)
         | helps you win an argument then so be it.
        
         | linearrust wrote:
         | > Well, okay, but rote memorization is neither necessary nor
         | sufficient to internalize concepts.
         | 
         | Of course it is. It's how every human child learns initially.
         | By rote memorization. How does a toddler learn how to say mama?
         | By constantly hearing and repeating it. How does a kid learn
         | their ABCs? Rote memorization is the basis of all memory.
         | 
         | > Memorization in programming gives us architecture astronauts
         | and design-pattern soup rather than elegant code.
         | 
         | Dumbest thing I've ever read. You write programs well by doing
         | and remembering. Same with writing. Memorization is the
         | necessary component to programming well. In other words, you
         | program well by remembering elegant code.
         | 
         | > For me, at least, trying to memorize something without
         | context
         | 
         | After the basics, most memorization is contextual.
         | 
         | > At the same time, memorization has a real cost: it takes time
         | and it's frightfully dull.
         | 
         | Oh dear. Something isn't fun all the time. What a childish
         | worldview. It's more fun to eat candy and drink soda than
         | eating 'dull'. It's more fun to sit and watch youtube than to
         | workout.
         | 
         | > Sometimes a bit of memorization is unavoidable, but I've
         | found that to be relatively rare.
         | 
         | Relatively rare? In order to be competent in anything, you have
         | to memorize lots. You can't write a good essay without having
         | memorized much of the material. Trying reading a book where you
         | have to constantly look up definitions of words because you
         | lack the vocabulary. Try having a conversation with someone who
         | has to constantly look up words because he lacks the
         | vocabulary. Try having code review with someone who doesn't
         | remember anything about their code.
         | 
         | > Otherwise, my time is generally better spent on some sort of
         | practice in context.
         | 
         | Why? Because it helps you remember?
         | 
         | To the idiot ( probably OP ) who downvoted, try coding without
         | having 'memorized' the keyboard. The anti-intellectual, anti-
         | hard work, anti-memorization agenda pushed by some 'people'
         | online bears looking into.
        
           | herdrick wrote:
           | Strong points, but insults and emotion aren't how we do it on
           | HN.
        
         | flir wrote:
         | > One of the reasons people make fun of the author's approach
         | to creativity is that systematic memorization fundamentally
         | can't teach taste--so the systematic approach reeks of awkward,
         | try-hard, low-brow, tasteless art.
         | 
         | Well... can you think of an artist who didn't have a deep
         | knowledge of their art-form before they pushed it forward?
         | Three that jump out for me, in no particular order, are
         | Picasso, Borges and Jack White. After all, great artists steal.
        
           | anonymoushn wrote:
           | Pollock is often regarded as pushing painting forward, for
           | example
        
             | flir wrote:
             | Thanks, I don't know enough about him - does that support
             | my hypothesis or tear it down?
        
           | groby_b wrote:
           | Wait, why do you think Picasso didn't have deep knowledge? He
           | studied both at the School of Fine Arts in Barcelona & the
           | Royal Academy of San Fernando in Madrid, for ~5 years before
           | moving to Paris.
           | 
           | Borges was incredibly talented, but it's worth keeping in
           | mind his dad was a writer too.
           | 
           | Good art very much relies on being exposed to lots of other
           | good art first. I don't know that rote memorization is the
           | best way to achieve that, but you definitely need that
           | exposure.
        
             | flir wrote:
             | Sorry, I must have expressed myself badly. I'm picking
             | examples of people I think did/do have deep knowledge of
             | their chosen mediums.
             | 
             | I don't think it's possible to have "good taste" without
             | exposure to lots of examples, because I believe taste it
             | culturally bound. Whether you do it explicity via a system,
             | or on a more ad hoc basis, I think most artists need it.
             | 
             | It might be interesting to look at film, where the process
             | is compressed into a couple of generations. I don't know it
             | it will support my argument or not.
        
               | groby_b wrote:
               | Ah, misread you then, thanks for clarifying.
               | 
               | I don't think film will look very different here - early
               | film work was very much informed by theatrical tastes at
               | the time, and then started to diverge as people figured
               | out what _else_ they could say in the language of film.
               | 
               | Fundamentally, all art exists in a cultural context. If
               | you've ever taken an art history course, you've been hit
               | over the head with that info a few times ;) And that
               | means furthering/changing taste in a given field means
               | being aware enough of the existing rules to deliberately
               | choose which ones you're breaking, and why.
               | 
               | There are some (very few) artists who didn't have a
               | formal grounding, but I'd argue that even they were
               | steeped enough in cultural context to be informed by it.
               | Even famous autodidacts like Grandma Moses did develop a
               | love for art based on being exposed to a bunch of it.
               | 
               | (Fully recognizing that it's a somewhat tautological
               | argument because it's kind of impossible to grow up in a
               | society without being somewhat exposed to its predominant
               | art forms)
        
           | tikhonj wrote:
           | There's a big difference between "artist who didn't have a
           | deep knowledge of their art-form" and "artist who didn't
           | follow an explicit system to memorize a bunch of rules to
           | make their art".
        
           | boppo1 wrote:
           | Picasso was a hack. People often cite his "early
           | masterpieces", but those pieces are pretty mid in the context
           | of 19th c. painting.
        
           | watwut wrote:
           | I think that argument is that these artists did not memorized
           | rules or previous pictures and then applied them. They did
           | put a lot of effort into learning, but that is different
           | claim. If you define "memorization" as "any learning of
           | anything", then the word is kind of useless.
        
         | hosh wrote:
         | I think it is more of becoming fluent with primitives that can
         | be composed in versatile ways. I can see how that can be poorly
         | understood as memorization.
         | 
         | The main implication is that if what you are "memorizing" is
         | not easily composable, then you won't be able to apply them
         | broadly or creatively.
         | 
         | However, I disagree with the author on what creativity is,
         | although his definition is one experience of a creative
         | inspiration.
        
       | navaed01 wrote:
       | I disagree with elements of this article, but enjoyed reading it.
       | True creatives do not subvert norms consciously or with an acute
       | awareness as part of this article suggests, I agree they need to
       | be exposed to the norms to generate their own interpretation, but
       | I don't believe that true creativity is a conscious exercise.
        
         | shw1n wrote:
         | Completely agree -- but isn't internalization of their art
         | (i.e. memorization) needed to achieve this subconscious
         | creativity?
         | 
         | That's the point I'm trying to make at least -- that
         | unintentional creativity stems from learning, which at it's
         | core is memorization
        
           | ArcaneMoose wrote:
           | Well said - what's funny is that many creative ideas (from an
           | outside perspective) are often very simple connections of two
           | existing ideas for the person that actually did something
           | creative! It's just that other people don't have the same
           | context/knowledge as the creator, so an idea can seem
           | extremely original to them
        
       | ambyra wrote:
       | It's not memorizing, it's actually knowing and understanding the
       | utility of different concepts. When you learn of a problem in a
       | new field, you go through your bucket of tools and modify one to
       | fit the new problem.
        
         | RRWagner wrote:
         | Exactly. And "synthesis" is the better word than "creativity".
         | I wrote an essay about this very topic some years ago: https://
         | docs.google.com/document/d/1tbMTpkPWkkN8_KH2KSpteFsb.... (if
         | you can't open Google docs, an older draft is here:
         | https://rogerwagner.com/creativity.html)
        
           | shw1n wrote:
           | Interesting -- hadn't heard of this synthesis vs creativity
           | take before
           | 
           | I could see that -- agreed that "creativity" can be too blunt
           | of a word to use for all situations
        
         | shw1n wrote:
         | Thanks for reading!
         | 
         | Isn't learning which tools in the bucket fits the a problem
         | best just memorizing a heuristic?
         | 
         | That's the point I'm attempting to make, that it's not blind
         | memorization without context, but still memorization of a
         | heuristic at its core
        
           | stoperaticless wrote:
           | Probably you would have had more agreement, if you would have
           | used a different word (though I'm not able to suggest that
           | different word that captures the meaning I think you
           | intended)
        
         | suzzer99 wrote:
         | For me anyway, it's getting so familiar with something that
         | your mind wanders and considers other possibilities.
        
       | wakawaka28 wrote:
       | You have to know things to be reasonably creative but there is a
       | point where memorizing more stifles creativity. Memorization is
       | often very passive and is fundamentally different from searching
       | for new ways of doing things. It's hard to make sweeping
       | statements like this because there are different modes of memory
       | and different modes of creativity.
       | 
       | There is a lot of memory involved in being creative, but I think
       | setting out to memorize things is a bad way to be creative. You
       | have to practice being creative. In doing so, you will naturally
       | remember a lot of stuff like what works, what doesn't, and most
       | importantly which types of things you ought to memorize. For
       | example if you're programming you will find it useful to remember
       | the syntax of your languages. If you're writing you'll find it
       | useful to remember styles and vocabulary. And so on...
        
         | shw1n wrote:
         | Agreed -- I'm not trying to suggest that memory is a
         | replacement for creativity
         | 
         | I'm suggesting that it enables it, as it's hard to be creative
         | when you're still trying to remember the basics of your art
         | 
         | But once things become autonomous -- you can focus on those
         | higher-level explorations
        
       | rychco wrote:
       | I agree with the author, at least in my own creative experiences.
       | However, it's more likely the case that 'creativity' is arrived
       | at differently for everyone. I find memorization to be a
       | _comforting_ foundational activity that builds knowledge  &
       | confidence, which I can later express creatively.
        
         | shw1n wrote:
         | Exactly -- memorization provides the base for creativity to
         | take place upon
         | 
         | But that creativity can come from many places and in many
         | forms!
        
       | singleshot_ wrote:
       | This claim makes little sense because it fails to distinguish
       | between memory and memorization. I memorize almost nothing, but I
       | remember the broad strokes of a lot of things. This allows me to
       | be creative.
       | 
       | In a way, memorization is a severe risk: if you memorized
       | something before it changed, for example, your creativity may not
       | mean much.
        
         | shw1n wrote:
         | Hey thanks for reading!
         | 
         | What I was trying to convey is that fundamentally learning is
         | memorization, whether conscious "rote memorization" or more
         | less-intentional committing to memory from doing an activity
         | 
         | And that recognizing this allows us to speed up the process of
         | learning fundamentals
         | 
         | Which in turn enables creativity as most people see it
        
           | lelandbatey wrote:
           | You state that "learning is memorization" but I don't think
           | that is true. Of course learning involves something being
           | persisted in one's brain, but stating that memorization and
           | brain persistence persisting are synonyms seems like an
           | incorrect description.
        
             | singleshot_ wrote:
             | You're right. The OP is mistaken as to the distinction
             | between memory and memorization. I am able to be creative
             | because, for example, I remember that a woman's hair
             | smelled like flowers and secrets. It would not be possible
             | to memorize such a thing.
        
           | ahazred8ta wrote:
           | repetitio mater studiorum est -- repetition is the mother of
           | learning
           | 
           | "Repetition is the mother of learning, the father of action,
           | which makes it the architect of accomplishment."
        
           | watwut wrote:
           | Conscious memorization and rote memorization are two
           | different things. I can intentionally put things into memory
           | without doing rote memorization - or even intentionally
           | avoiding rote memorization. The techniques you use also give
           | you different results in terms of whether or how you use the
           | memorized concept or word in foreign language. (For example
           | getting the effect where you can translate a word between
           | foreign and your language, but can not use it foreign
           | language sentence and do not understand it in context without
           | translating.)
        
       | ArcaneMoose wrote:
       | What's more is that memories are just a replaying of neuron
       | connections activating in the brain - and when we are prompted by
       | the world around us those connections will fire in response to
       | the stimulus. Quite similar to how AI neural networks function -
       | which is why I believe that AI can indeed be creative and create
       | "new" ideas
        
         | ArcaneMoose wrote:
         | I actually made a video diving deeper into this and comparing
         | responses from people and ChatGPT for a creative thinking
         | problem - https://youtu.be/l-9EUBbktqw
        
           | somenameforme wrote:
           | I think your hypothesis here (and probably the entire article
           | as well) is strongly challenged by the 'progenitor argument.'
           | Take humans at the dawn of humanity. Language did not even
           | exist beyond what may have been crude sounds or gesturing and
           | collective knowledge did not fall that far beyond 'poke him
           | with the pointy side.' Somehow we went from that to putting a
           | man on the Moon in what was essentially the blink of an eye.
           | 
           | Training an LLM on the entirety of knowledge at this dawn of
           | humanity and, even if you give it literally infinite training
           | time, it's never going to go anywhere. It's going to just
           | continue making relatively simple recombinations of its
           | training set until somebody gives it a new training set to
           | remix. This remix-only nature is no different with modern
           | knowledge, but simply extremely obfuscated because there's
           | such a massive base of information, and nobody is aware of
           | anything more than a minuscule fraction of it all.
           | 
           | ---
           | 
           | As for the 'secret' of LLMs, I think it's largely that most
           | language is _extremely_ redundant. One thought or point
           | naturally flows.... why do I complete the rest of this
           | statement? You already know exactly what I 'm going to say,
           | right? And from that statement the rest of my argument will
           | also mostly write itself. Yet we do write out the rest, which
           | is kind of weird if you think about it. Anyhow the point is
           | that by looking at language 'flow correlations' over huge
           | samples, LLMs can reconstruct and remix arbitrarily long
           | dialogue from even the shortest of initial inputs. And it
           | usually sounds at least reasonable, except when it doesn't
           | and we call it a hallucination, but it's quite a misnomer
           | because the entire process is a hallucination.
        
             | ArcaneMoose wrote:
             | Interesting point - thanks for sharing! I think one big
             | missing piece we have with AIs today is the ability for
             | them to learn on the fly and reconfigure the weights. We
             | are constantly bombarded with input and our neurons adjust
             | accordingly. Current LLMs just use a snapshot. I would be
             | really curious to see how online-first AI models could
             | work, focusing on a constant input stream and iterating on
             | weights. Also I wonder how much knowledge is baked into our
             | DNA through evolution. I have a hunch that this is somewhat
             | analogous to model architectures.
             | 
             | Btw - although I see evidence of LLMs creating "new ideas"
             | through combinations of ideas, I am a bit mystified by
             | their apparent reasoning issues. I wonder how that is
             | different in nature from the memory-based approach. ARC-AGI
             | benchmark has had me thinking about this for sure.
        
       | Terr_ wrote:
       | On the other hand, _episodic_ memory (insofar as that is distinct
       | from  "3*9=27" memorization) is built on top of creativity.
       | 
       | The vast majority of what we consider "memories" are the creative
       | brain doing an on-the-fly story generation, massaged until it
       | "seems right" and serviced plus a big dollop of emotional
       | confidence.
        
       | swayvil wrote:
       | You may as well say that creativity comes from writing. Because
       | obviously all of the most creative writers write. And the
       | writings of creative non-writers are entirely absent.
        
       | wokwokwok wrote:
       | Is there anything substantive here?
       | 
       | It's just a bunch of arbitrary unprovable assertions.
       | 
       | Everyone here seems to have, broadly speaking; neither a) the
       | qualifications to knowledgeably comment of the (honestly poorly
       | understood, afaik) function of "creativity" or b) anything more
       | meaningful than "here is my naive personal lived experience and
       | opinion" to contribute on the topic.
       | 
       | It's just armchair psychology.
       | 
       | If you want to wax philosophical, by all means, but I think
       | anyone taking "thoughtful insight" away from this article or
       | thread is fooling themselves.
        
         | bubblyworld wrote:
         | Whatever the epistemic quality of the article is, it's
         | triggered some interesting discussion here which I think is
         | valuable. No need to denigrate talking about human experience
         | with other humans, I think?
        
         | threatofrain wrote:
         | One might talk about it from the perspective of birdsong, which
         | is used by mates to judge sexual fitness. First a tutee bird
         | learns from a tutor bird, and then eventually applies
         | variability to the original song.
         | 
         | It's strongly suspected that anterior forebrain pathway (AFP)
         | may be a source of behavioral variability. We naturally age
         | over time, including our vocal musculature, so in some sense we
         | must constantly relearn how to use our muscles to deliver a
         | song.
         | 
         | When a bird is deafened its birdsong will naturally drift, but
         | when we precisely damage the AFP along with deafening we find
         | that birdsong remains stable for a longer period of time, until
         | of course inevitably it must drift due to aging vocal
         | musculature.
        
         | kreetx wrote:
         | You'll experience the creativity outlined in the article
         | directly when you start doing deliberate memorization, i.e
         | spaced repetition. No qualification needed.
        
         | HarHarVeryFunny wrote:
         | I think semi-obvious would be a better criticism than
         | unprovable.
         | 
         | You can't make connections unless you have things to connect
         | to.
         | 
         | You can't recognize (your own discovered/inspired) novelty
         | unless you have memorized normality.
         | 
         | If you are creative in the absence of knowledge of what already
         | exists then that's considered as reinventing the wheel, and not
         | very useful, even it it's Ramanujan reinventing much of
         | established mathematics.
        
       | relaxing wrote:
       | All very nice and handwavey, but then you see the user's current
       | venture is scammy deepfakes as a service, which is about as
       | creatively bankrupt as it gets.
       | 
       | Shame about the national stereotypes as well. There is plenty of
       | creativity in Asian countries. Just bizarre assertions all
       | around.
        
         | CuriouslyC wrote:
         | Historically eastern Asian cultures have placed duty to a whole
         | host of things before oneself, and in many cases the old
         | aphorism "the nail that sticks up gets hammered down" applies
         | as well. Plus Japan and Korea have well established cultures of
         | adherence to tradition and mastering simple, time tested things
         | to a ridiculous degree rather than trying to innovate.
         | 
         | Not true of everyone, but if you compare a culture that values
         | conformity and tradition to a country that values the freedom
         | for the individual and trying new things, of course it's not
         | going to measure up by western standards of creativity.
        
           | watwut wrote:
           | Have you seen their art and entertainment? I assure you there
           | is whole lot of creativity in there. And it has a whole lot
           | MORE variety then western tend to have.
        
             | corimaith wrote:
             | Their art and entertainment in many cases are rebellions
             | and critiques from mainstream norms. The funny thing is
             | that if you have a rigid conformist society, the rejects
             | are going to double down on the "weird" much more than a
             | well adjusted creative would.
        
               | Barrin92 wrote:
               | >Their art and entertainment in many cases are rebellions
               | and critiques from mainstream norms
               | 
               | No, that's just the art that Western readers notice
               | because that's the only thing they recognize as art in
               | the first place. Calligraphy (in China traditionally
               | considered the most important form of visual art) for
               | example has an astonishing tradition in East Asia, also
               | notably related to the topic of the thread, memorization
               | and repetition and practice and has very little to do
               | with critiques of norms.
        
               | watwut wrote:
               | I found asian genres to be way more diverse and creative
               | then western entertainment even when they dont criticize
               | anything.
               | 
               | Western entertainment tend to produce the same story, in
               | like, two genres, again and again and again and again.
               | Most of the time you can predict the movie storyline down
               | to minute - and people will argue that it is the only
               | correct way.
        
               | CuriouslyC wrote:
               | The people arguing that is the only correct way are the
               | capitalists putting their money on the line, and that
               | comes from a perspective of being risk averse, which is
               | why "corporate art" in America is in such a shambles.
               | Independent video and music are in a great state though.
        
               | CuriouslyC wrote:
               | Are you seriously going to hold up calligraphy as an
               | example of extreme Asian creativity? The art of writing
               | letters with subtle flourish? It's literally an art of
               | understatement, and embodies all the characteristics that
               | I stated are reasons east Asians are culturally biased
               | towards being less innovative.
        
               | Barrin92 wrote:
               | Yes. Understatement, subtlety and an eye for detail
               | aren't opposites of creativity, it's actually sad that
               | this even needs to be stated. There's no indicator at all
               | that Asian societies are, in any way, biased against
               | being innovative. I recommend reading Jun'ichiro
               | Tanizaki's _In Praise of Shadows_ , it's a fantastic read
               | on the indirect and minimal ways in which Asian societies
               | express creativity and aesthetics.
               | 
               | Just because you're loud and brash and write your
               | inventions on your forehead doesn't mean you actually are
               | more innovative or creative than anyone else. I know
               | we've had bad comedians in the West who have made careers
               | out of thinking that being loud equals being funny but
               | you seem to have made an entire worldview out of that
               | idea.
        
               | CuriouslyC wrote:
               | Tell you what. You can use the word "creativity" to mean
               | "creates things" and keep that separate from "innovation"
               | which means to create new things. Sure, east asians are
               | "creative" but 2000 years of evolution in calligraphy
               | pales compared to 500 years of stylistic evolution in
               | western art. In general, westerners like to take chances
               | for personal glory while asians seek to elevate the
               | things their culture already values and has done for
               | generations.
               | 
               | As for your comments about my taste, it's a good thing
               | taste is entirely subjective, you can think I'm boorish
               | and I can think you're boring and lack vision, and we're
               | both entitled to our opinions.
        
       | lanstin wrote:
       | Some minds get a lot done with a lot of memorization and some
       | minds get a lot done with seeing commonalities and creating
       | simplifying abstraction. We need all sorts of minds.
        
       | dzink wrote:
       | One would argue it's the opposite as people with memory problems
       | have less imprint of old and more creative new ideas.
        
         | keiferski wrote:
         | I don't think that's true. People with memory problems more
         | seem to retread the same foundational ideas repeatedly, whereas
         | those with good memories recognize this repetition and then
         | seek something novel.
        
       | noideawhattoput wrote:
       | A Columbia b-school professor has written a lot about this and
       | developed a very compelling framework based on this. Bill Dugan -
       | https://www.goodreads.com/author/list/7325584.William_Duggan.
       | 
       | The first two books are fantastic.
        
       | suzzer99 wrote:
       | "Repetitio est mater studiorum" - repetition is the mother of
       | learning.
       | 
       | My creative writing professor, of all people, used to repeat this
       | three times before every class. He was my favorite teacher at any
       | level.
        
         | jack_pp wrote:
         | Ah, I knew that phrase but never connected it to the title
         | "mother of learning" (web novel). Thanks for that tiny epiphany
        
         | arminiusreturns wrote:
         | I fear not the man who has practiced 10,000 kicks once, but I
         | fear the man who has practiced one kick 10,000 times.
         | 
         | Bruce Lee
        
         | djeastm wrote:
         | My Arabic teacher liked to say "ltkrr y`lWm lHmr" which rhymes
         | and says "Repetition teaches the donkey"
         | 
         | Not the most flattering of proverbs, but it stuck with me.
        
       | kqr wrote:
       | I was the sort of person who did not believe in memorisation as a
       | solution for anything. Then I tried getting really good at spaced
       | repetition for a year (yes, it is a skill that needs to be
       | trained for good results) and I've completely changed my mind.
       | 
       | Spaced repetition allows me to become proficient even in things I
       | don't get the natural opportunity to practise daily, so that when
       | the day comes and I need them, I have some level of knowledge
       | already. This has happened to Kubernetes troubleshooting,
       | statistics, PowerShell windows programming, and traffic
       | engineering just in recent history.
       | 
       | I have yet to publish some of these, but I have examples from
       | statistics:
       | 
       | https://two-wrongs.com/intuition-and-spaced-repetition.html
       | 
       | https://two-wrongs.com/inventing-fishers-exact-test.html
       | 
       | The latter is certainly creative in my book, although it does
       | imply creativity within strict bounds.
        
         | kiwi_kim wrote:
         | I'm similar. This from your top link stood out to me:
         | 
         | "It's a little like building with lego bricks or something -
         | spaced repetition helps ensure all the tiny pieces are in the
         | right place, so that the big castle can happen without
         | structural integrity issues."
         | 
         | The book Make it Stick (by Henry L. Roediger III) had a similar
         | idea they called 'Structure Building'. Very similar to what you
         | described, more experienced and effective learners were
         | creating mental schemas of how the little, but crucial parts of
         | a subject fit together, and successfully cut through the noise.
         | 
         | Structure Building was associated with interleaved practice
         | (shuffling of problem types) and spaced retrieval practice.
        
         | alecco wrote:
         | Anki flash cards?
        
           | kqr wrote:
           | I use org-drill in Emacs but it's the same idea, yes.
           | 
           | The trick is not so much which software or settings one uses,
           | but writing high-quality prompts.
        
         | naasking wrote:
         | You're always memorizing something at some level, even in math
         | where you can derive so much after memorizing some core
         | concepts and deductions.
        
           | kqr wrote:
           | My argument is that it is worth memorising also the
           | derivations, rather than re-deriving from scratch each time.
           | 
           | Meorising the derivation makes it easier to derive a second-
           | order derivation, and so on. At some level of abstraction,
           | going from first principles becomes prohibitively expensive
           | and caching intermediary results, or so to speak, unlocks
           | that again.
        
             | naasking wrote:
             | Sometimes yes, just like jargon is sometimes useful. Why
             | use long-winded terms or descriptions when shorthand works
             | between professionals.
        
           | HPsquared wrote:
           | Math proof and derivations are a bit like remembering a
           | walking route. You've seen the start and end, and the main
           | turns taken, and there's also a general "walking" skill you
           | need.
        
         | parmenidean wrote:
         | I really enjoyed both blog posts, thank you for sharing! And I
         | have to say, your explanation of the subexponential
         | distribution property was remarkably clear for someone without
         | a background in statistics :)
         | 
         | Would you mind sharing the flashcards you generated to build
         | this intuition? I've been using Anki for a while and really
         | trying to focus now on improving my prompt writing; would love
         | to see how you managed it for this problem.
        
           | kqr wrote:
           | As much as I would like to, I think getting to that
           | understanding required at least 500 flashcards on general
           | statistical and probability concepts, ranging from
           | fundamentals to extreme value theory. Most of those are only
           | barely relevant at face value, but still contribute to
           | understanding.
           | 
           | It's not that I set out to understand this specific thing but
           | that I had studied statistics with flashcard support for a
           | year and that happened to work after a few attempts.
        
             | parmenidean wrote:
             | Completely makes sense, appreciate the thoughtful reply.
             | Any tips for writing flashcards when studying a textbook?
        
       | kiwi_kim wrote:
       | We recently described this to a parent of one of our students as:
       | 
       | Understanding -> Remembering -> Applying
       | 
       | If you don't understand the basics of a concept, and you're
       | talking about memory, its probably just rote memorization.
       | Students generally find this tedious, and since it's shallow its
       | very hard to retain and connect to disparate but parallel ideas
       | from other fields (roots of creativity).
       | 
       | But, most schools and students stop there. They hear 'memory' or
       | 'memorizing' as only rote memory. Step 2 is critical if you want
       | to get to higher levels of learning. As you said in the essay -
       | "Creativity comes to those who have internalized the patterns of
       | their art". At www.sticky.study this is what we focus on. It's
       | fast 2D memory palaces + spaced repetition.
       | 
       | Only if you have understanding + remembering can you get to step
       | 3 - applying what you learn reliably at relevant moments in your
       | life. This is the gold standard that schools claim they desire -
       | analysis, synthesis, application, broad transfer, and creativity.
       | You can't reach master efficiently if you lose 80% of all you
       | read or learn.
        
       | sgt101 wrote:
       | This is better : https://www.interaliamag.org/articles/margaret-
       | boden-creativ...
        
       | Joel_Mckay wrote:
       | I hear with llm/chatGPT people don't have to blog anymore, but
       | rather the generated plausible-sounding well-structured nonsense
       | flows like an open sewer onto the web.
       | 
       | 1. Creativity in a commercial context once stolen/cloned through
       | back-channels accrues value, and manifests as several competitive
       | campaigns
       | 
       | 2. New disruptive ideas are usually shelved until the IP/patents
       | expire. No one wants to go through the sometimes impossible
       | licensing process
       | 
       | 3. Emerging technology is usually degraded in the rush for IP
       | assets by established firms i.e. large firms dump billions on
       | ridiculous concepts out of fear of market fragmentation
       | 
       | 4. Startups do not usually have cash to burn on speculative IP.
       | Thus, real cutting-edge experimental technology is sometimes
       | never made public for numerous reasons.
       | 
       | Creativity:
       | 
       | https://www.youtube.com/watch?v=VUVix0STUqo
       | 
       | Best of luck, =3
        
       | nyc111 wrote:
       | I agree with the conclusions of the article. A concert pianist
       | can only add his/her creativity to the piece if he/she totally
       | internalized the piece.
        
       | naasking wrote:
       | Creativity is probably some combination of memorization +
       | randomization.
        
       | samirillian wrote:
       | > breaking down the humor patterns of comedians and memes
       | 
       | This guy does sound funny but I doubt he can write a joke
        
       | miika wrote:
       | I see it like this: after I have seen some colors and a ball I
       | can then imagine a ball in any of those colors.
       | 
       | In other words, everything I have experienced and memorized
       | becomes this pool of resources I can imagine from. More I have
       | seen, more combinations I can imagine.
       | 
       | Then I understand how traveling actually broadens my view. It's
       | not just some nice phrase but hard reality.
       | 
       | Also this means maybe anything we can imagine we can also create.
       | Because whatever I can imagine I can also plot a path from here
       | to there, imagine all the steps in-between.
        
       | Herz wrote:
       | Umberto Eco had already discussed this extensively in his paper
       | "the combinatorics of creativity".
       | 
       | Unfortunately, I couldn't find the English version, but it should
       | be very easy to translate, it's only 16 pages.
       | 
       | http://www.umbertoeco.it/CV/Combinatoria%20della%20creativit...
        
         | leocgit wrote:
         | Thanks for the link. Didn't know the text.
         | 
         | I found an English translation here:
         | 
         | -
         | https://w4nderlu.st/media/pages/publications/combinatorics-o...
         | 
         | Translated by Piero Molino at https://w4nderlu.st/publications
        
           | Herz wrote:
           | Oh wonderful. I hope you can find time to read it! Umberto
           | Eco was one of the most important modern Italian
           | philosophers.
           | 
           | I love his pragmatic and rational approach.
        
       | jjk166 wrote:
       | Developing heuristics to categorize patterns and internalize
       | concepts != memorization. If anything, it is the opposite of
       | memorization.
        
         | shw1n wrote:
         | Completely -- it's sort of glanced over in my post as an
         | intermediary step to get the next "thing to be memorized" for
         | two reasons:
         | 
         | 1) I've often found these heuristics from books/online/mentors
         | and just had to memorize instead of create them
         | 
         | 2) In my own experience heuristic creation has been less of a
         | bottleneck than committing to memory
         | 
         | But it is certainly a key piece of info to have
        
       | lukko wrote:
       | Wow, what a load of rubbish. I hate this kind of reductive,
       | formulaic view of creativity. I think true creativity expands
       | what is possible - so some kind of awareness of the current state
       | of things is important, but rote memorisation has no real part in
       | it.
       | 
       | The idea that memorisation leads to creativity is actually very
       | misleading - especially the assumption that what you are learning
       | is 'true'. It just means you are more aware of the restrictions
       | and existing work in a field - often the most exciting work comes
       | from the excitement and slight naivety of exploring something new
       | - 'beginner's mind'. Kids are very creative, partly because their
       | model of the world is not fully established.
        
         | stoperaticless wrote:
         | Pure creativity without skill (i.e. kids) does not yield much.
         | (Spaghetti drawing's creative value is limited)
         | 
         | Skill requires practice, which is building "muscle memory"
         | (which is approx. what is meant by "memorisation" by the
         | author)
        
           | shw1n wrote:
           | ^ exactly
        
             | lukko wrote:
             | Huh, muscle memory implies motor programs that are
             | subconscious and stored in the cerebellum - this is very
             | different to creativity. It may enable you to make
             | something new, but that is not a prerequisite. The value of
             | spaghetti drawings is subjective, and actually to be able
             | to make such disinhibited drawings with similar qualities
             | as an adult is very difficult and requires unlearning.
             | Picasso knew this very well.
             | 
             | The safe and very systematic approaches the author
             | describes are defensive, too rigid and avoid what
             | creativity really is - a leap into the unknown.
        
       | dash2 wrote:
       | The most striking comment was this:
       | 
       | > Growing up with Indian parents in California, I was exposed to
       | both. My mom would write daily Kumon sheets out by hand for me to
       | do, and teach me from Indian textbooks from the same grade (which
       | were much more advanced than the US equivalents). The result was
       | me breezing through the US school system without much thought.
       | 
       | Ukrainian refugees I know are finding the same things in the UK
       | school system, where the maths is much less advanced. Philippines
       | schools, meanwhile, have better discipline and more motivated
       | students.
       | 
       | I conclude that Western public education is in a bad state, and
       | this is a source of chronic social weakness.
        
         | ChrisKnott wrote:
         | > Ukrainian refugees I know are finding the same things in the
         | UK school system, where the maths is much less advanced.
         | 
         | This doesn't appear to be reflected in PISA scores (489 UK, 441
         | Ukraine)
        
         | groby_b wrote:
         | With the caveat that I haven't looked in a while, the rot
         | seemed very anglo-specific. Coming over from Germany almost
         | three decades ago, it was amazing how much US text books just
         | didn't cover.
         | 
         | There were a few developments in Germany that pointed in the
         | same direction, but there a large gap at the time. Meanwhile,
         | even back then, eastern Europe certainly had even higher
         | standards. (I replaced a lot of math textbooks with a copy of
         | Bronshtein & Semendyayev)
        
           | rickydroll wrote:
           | The influence of religious and conservative types has
           | weakened US textbooks. Do a deep dive into how Texas can
           | dictate what is presented in schoolbooks nationwide.
        
             | tonmoy wrote:
             | There are plenty of south/East Asian counties that have
             | just as much if not more restrictions in textbooks. So I
             | don't think that alone accounts for the discrepancy
        
             | tuennesje wrote:
             | Be careful about reading and comprehending schoolbooks in
             | Texas. Parents don't like to be pressed on most of the
             | content, and are sometimes going to great lengths to get
             | your book banned entirely.
        
         | watwut wrote:
         | Why do you assume Ukrainian math is memorization based? They
         | actually do a lot of problem solving, they are not doing rote
         | memorization.
        
       | Mindey wrote:
       | Then a hard drive without processing is very creative? False.
        
       | bamboozled wrote:
       | My phone book is super creative.
        
       | nvln wrote:
       | There is deliberate practice for skill-building. There is
       | exploratory "making" that fuels originality. There is inspiration
       | hunting and incremental tweaking to get to creative mutation.
       | There is high productivity that triggers eventual ingenuity. I
       | find the article hyperbolic in its thesis and execution
       | especially when it comes to the final hand-wavy bit about how
       | there is more per-capita creativity in non-rote learning.
       | 
       | While its hard to prove or disprove without a long study to prove
       | or disprove the author's claim, I'm willing to die on the
       | following hills:
       | 
       | 1. Kumon sheets are the antithesis to creativity 2. Understanding
       | is not a form of memorization (not the rote variety anyway)
        
         | ants_everywhere wrote:
         | I've thought a lot about education, and my personal take is
         | that in the US we way undervalue drilling (by which I mainly
         | mean building up familiarity and muscle memory) and way
         | overvalue understanding.
         | 
         | I've been collecting quotes about these topics for a few years.
         | One relevant to creativity and drilling is Bob Dylan's
         | 
         | > If you sang "John Henry" as many times as me.... you'd have
         | written "How many roads must a man walk down?" too.
        
           | nvln wrote:
           | There is definitely a lot of value in practice and
           | repetition. I don't think rote memorization / drilling are
           | the only means of getting that practice and repetition.
           | Ironically, with a bit of creativity, we can provide both.
           | Lot of practice, lot of repetition, paired with
           | understanding, play and making things.
        
       | zharknado wrote:
       | OP and others here are stretching the definition of "memorize" to
       | mean "anything that leads to something being retained in memory."
       | I reject this idea.
       | 
       | The trauma of burning your hand on a hot pan creates a memory you
       | won't soon forget, but almost no one would understand it as an
       | act of memorization.
       | 
       | Memorization to me refers to a set of cargo-culty "learning"
       | practices wherein we believe that by using language to drill
       | exposure to an abstract representation of a concept, that somehow
       | we will absorb the concept itself.
       | 
       | We do this mainly because experts suck at empathizing with
       | learners and fail to understand that the symbol has meaning for
       | them but not for the learner.
       | 
       | It's the difference between drilling vocabulary flashcards and
       | actually reading, listening, or talking to someone.
       | 
       | Young children do not use vocab flashcards to learn their L1.
       | They aren't being "drilled" to learn "mama." They have actual
       | needs in an actual social context and attend to nuanced details
       | of that context to make complex statistical inferences about the
       | world, their perceptions, and their body. Mostly subconsciously.
       | 
       | Yes, there are specific areas where drilling can help us
       | accelerate or catch up. Many kids seem to need explicit phonetics
       | instruction in order to make the leap to reading words.
       | Phonological speech interventions are often drill-like.
       | Practicing musical scales does make you more fluent in
       | improvisation. Drilling the mechanics of a repertoire piece frees
       | your mind to focus on higher-order expression and interpretation.
       | They're valuable, they have a place.
       | 
       | But this is just a small slice of learning. It's
       | disproportionately important for passing tests (And getting hired
       | at tech companies!), which to me is the crux of the issue.
       | 
       | If I had to reformulate OP's argument to something I can get
       | behind, it would be more about deliberate practice or "putting in
       | the reps." This is also often boring, and differentiates highly
       | successful people from average performers. But it's a broader and
       | more purposeful set of activities than "memorization" would
       | imply.
        
         | linearrust wrote:
         | > It's the difference between drilling vocabulary flashcards
         | and actually reading, listening, or talking to someone.
         | 
         | You need the 'flashcards' before you can read, listen or talk.
         | Go try reading a book where you don't know most of the words.
         | Heck you need 'flashcards' before you needs 'flashcards for
         | words'. You need to memorize the alphabet first. Try reading a
         | text where you haven't learned the writing system.
         | 
         | > Young children do not use vocab flashcards to learn their L1.
         | 
         | Because they can't read.
         | 
         | > They aren't being "drilled" to learn "mama."
         | 
         | Obviously you aren't a parent. You think a child magically
         | decides one day to say mama? Or do you think it's the mother
         | constantly saying 'mama' to the child until the child
         | 'remembers it' and repeats it?
         | 
         | > They have actual needs in an actual social context and attend
         | to nuanced details of that context to make complex statistical
         | inferences about the world, their perceptions, and their body.
         | 
         | What? Complex statistical inferences about the world?
        
           | chaps wrote:
           | How are you defining a "flashcard"?
        
           | watwut wrote:
           | You should be aware that people are able to become fluent
           | without ever using flashcards.
        
           | MisterBastahrd wrote:
           | Kids say mama almost universally and regardless of their
           | local language because it's an easy sound to make.
        
           | lelanthran wrote:
           | > Heck you need 'flashcards' before you needs 'flashcards for
           | words'. You need to memorize the alphabet first.
           | 
           | I've a toddler who can read 3 paragraphs of 3 sentences each,
           | and then tell you the details of the story he read[1]. He is
           | 4y6m, right now. He has never learned the alphabet or the
           | names of the letters (A,B, C, D, etc). He has only learned
           | the sounds a letter or sequence of letters make for certain
           | patterns.
           | 
           |  _You most definitely do not need to memorise the alphabet in
           | order to learn to read!_
           | 
           | Teaching children the alphabet before teaching them reading
           | makes it a lot harder for them to learn actual reading.
           | 
           | [1] I've seen kids as old as 7 get confused by a book with no
           | pictures, and he sails right on through because _I_ taught
           | him to read (using the DISTAR alphabet), and made sure none
           | of our daily lessons had even a single picture in it.
        
         | gwervc wrote:
         | > It's the difference between drilling vocabulary flashcards
         | and actually reading, listening, or talking to someone.
         | 
         | Those are not opposite activities. Drilling vocabulary
         | flashcard is the most efficient way to start being able to
         | read/listen/speak; and it's not even clear from research that
         | output (speaking and writing) is useful at all for learning.
         | 
         | Also good luck learning to read Chinese or Japanese without
         | rote learning a few hundred characters. Even native speakers
         | learn them by repetition. You can't be serious advocating "just
         | go read stuff" as a way to learn a language. Some foundation,
         | acquired by explicit learning, is required to even start
         | reading.
         | 
         | > Young children do not use vocab flashcards to learn their L1.
         | 
         | That's a bad argument: the life of a toddler is vastly
         | different than an adult. A young child has basically nothing
         | but figuring out what's going around him (including language)
         | at least 16 hours per day, every day. An adult has much less
         | time for that.
        
           | nickburns wrote:
           | _> A young child has basically nothing but figuring out what
           | 's going around him_
           | 
           | Right--not simply memorizing what's happening around them.
           | Those _are_ fundamentally different activies. That _is_ the
           | gist of the parent comment 's point.
           | 
           | They've also acknowledged expressly that rote memorization
           | techniques are "valuable" and "have a place."
        
           | kqr wrote:
           | > That's a bad argument: the life of a toddler is vastly
           | different than an adult.
           | 
           | Also it takes a surprisingly long time for children to learn
           | language. I used to think it sorta-kinda happened over a year
           | or two, but having children myself revealed how wrong I was.
           | 
           | I have written up a fairly hefty dictionary of words they
           | mispronounce or even just invent on their own because they
           | don't know the one in their native tongue. My oldest rarely
           | contributes individual words to this dictionary anymore, but
           | he still improvises expressions and idioms.
        
             | nickburns wrote:
             | _> I have written up a fairly hefty dictionary of words
             | they mispronounce or even just invent on their own because
             | they don 't know the one in their native tongue._
             | 
             | Ah, beautiful little displays of an attempt to understand,
             | not merely memorize.
        
               | doubled112 wrote:
               | Sometimes those made up words were way more fun than the
               | correct ones.
               | 
               | I could usually see why my little ones combined them that
               | way.
        
               | WalterBright wrote:
               | I remember one where the kid was asked, "do you want some
               | half-and-half?"
               | 
               | "No, I want whole and whole!"
        
               | coldtea wrote:
               | Understanding coming from years of exposure leading to
               | memorizing the whole low hanging words of a language and
               | their meaning.
               | 
               | They don't merely understand the words as a concept, they
               | also remember the word sounds attached to the associated
               | concept (and later have to remember the spelling of those
               | words as well). All the while commiting to memory all
               | kinds of facts about the world, starting from their name
               | and the ABC.
               | 
               | Grammar might come closer to exposure-grasping a
               | generalized concept -- then again nobody said
               | understanding concepts is not hugely important, or is
               | done by memorization alone: just that memorization goes
               | hand in hand, and is hugely important in being effective
               | in being able to use and think with not just the concepts
               | but also the relevant facts related to them).
        
             | bunderbunder wrote:
             | An anecdote I once heard provided in support of this point
             | in a lecture: there are aspects of Spanish grammar that
             | native speakers typically don't grasp until their teenage
             | years.
             | 
             | I suspect that, if one were to sit down and count hours of
             | practice so that we could do a better apples-to-apples
             | comparison, we'd find that children learn languages at a
             | glacial pace compared to adults. And the rest is pure
             | selection bias.
        
               | kqr wrote:
               | The one thing children can learn that adults generally
               | cannot is native pronounciation. If that is included in
               | language proficiency, then adults take an infinite amount
               | of time to learn!
        
           | Izkata wrote:
           | > Also good luck learning to read Chinese or Japanese without
           | rote learning a few hundred characters. Even native speakers
           | learn them by repetition.
           | 
           | I've tried this for years with Japanese kanji and never
           | really got very far. Just didn't work well, they largely were
           | just a big blob of lines.
           | 
           | Then I found an Android app (Kanji Study) that mixes this in
           | with informational screens that break down kanji into
           | radicals and puts them alongside a bunch of multi-kanji words
           | and uses them in sentences so we can see them in context, and
           | it's actually been working.
        
             | hosh wrote:
             | Learning to read Chinese is done by learning to write
             | Chinese. The strict (but structured) stroke order while
             | writing becomes part of muscle memory, and in turn, becomes
             | a kind of kinesthetic mnemonic device while reading.
        
               | Izkata wrote:
               | The app I mentioned has that too, but stepping back and
               | giving context helps me more.
               | 
               | For example, Yu  being composed of Yan , Wu , and Kou
               | reduces it down to 3 things instead of 14 strokes. This
               | is an easy one since the parts are distinct, but plenty
               | aren't nearly as obvious, like the left side of Jiao
        
           | watwut wrote:
           | Vocabulary flashcards are not all that efficient way to start
           | being able to read/listen/speak. They teach you translation
           | rather then meaning directly, you don't get context or the
           | "context" is super repetitive sentence and so on.
           | 
           | And plus, general recommendation is to learn words elsewhere
           | and just put them into anki to not forget.
           | 
           | Some people like it, but it is not the only or the most
           | recommended way to learn speak and write.
        
           | bunderbunder wrote:
           | > Drilling vocabulary flashcard is the most efficient way to
           | start being able to read/listen/speak
           | 
           | This isn't actually a settled matter. I did a literature dive
           | a while back and found that drilling vocabulary flashcards
           | shows the highest benefit on artificial recall tasks (like
           | multiple choice tests), and over relatively short time scales
           | (days to weeks). Studies that looked at longer time scales
           | (months to years) and more organic tasks generally showed
           | mixed results. Which I generally interpret as a sign that the
           | literature in question is highly susceptible to the file
           | drawer effect.
           | 
           | And that in turn suggests that the magnitude of
           | flashcarding's value for this kind of thing has a lot to do
           | with your goals. In a nutshell, are you more interested on
           | the science on how to develop communicative proficiency over
           | the long run, or are you more interested on the science on
           | how to get a good grade in class?
           | 
           | I'm studying Chinese right now, and I do use flashcards, but
           | it's not because I believe it's the best way, _per se_. It 's
           | because it's a convenient option for reviewing characters and
           | words that don't appear often in the reading material I have.
           | When they _do_ appear often in my reading material, I find
           | (anecdotally) that it takes a lot fewer organic repetitions
           | to get the character or word to stick in my head than it does
           | with flashcard repetitions.
           | 
           | It's also worth mentioning there's no particular reason to
           | assume Chinese and Japanese schools are any less likely than
           | schools elsewhere in the world to cling to inefficient
           | pedagogical techniques out of a sense of tradition. So one
           | can't necessarily assume that the way they are doing it is
           | the way they ought to be doing it.
        
           | zharknado wrote:
           | > and it's not even clear from research that output (speaking
           | and writing) is useful at all for learning.
           | 
           | Only if your goals don't include being able to speak or
           | write.
           | 
           | > You can't be serious advocating "just go read stuff"
           | 
           | True, not "just." And Chinese is particularly tricky because
           | the ideograms convey little to no phonetic information. Even
           | so, almost any activity I can imagine seems superior to
           | traditional flashcards. Photo flashcards (vs. translation),
           | listening along to highlighted text or closed captions,
           | deciphering street signs or memes, even the written drills
           | you mentioned. (Or better, "write 5 phrases that all start
           | with character X"). Our brains crave meaning, and flashcards
           | offer very little of it.
           | 
           | > even native speakers learn them by repetition
           | 
           | No argument there, most everything is learned by repetition,
           | but I'm interested in context. Native speakers already know
           | the verbal form of most words they're learning to write, even
           | in Chinese. I'd argue the meaning is stronger.
           | 
           | > life of a toddler is vastly different than an adult
           | 
           | True. The scale of their learning tasks are much bigger than
           | ours. They have to learn that they exist, that their family
           | exists, that they can vocalize, that language is a thing,
           | that they want and need things, and that they can get them by
           | communicating.
           | 
           | > An adult has much less time for that
           | 
           | I think this is a good entry point to the core of the issue
           | for me---small children don't "set aside time to learn," they
           | just learn. You and I do this also, though it's less novel
           | and flexible and therefore maybe less salient. I think we
           | place too much value on structured or synthetic learning as
           | "real" learning when in fact it's often extremely inefficient
           | compared to our natural learning tendencies.
           | 
           | There's a spectrum of structure, starting with what we choose
           | to pay attention to, to an open-ended "study time," to guided
           | classroom activities, to timed math drills. Flashcards are at
           | the extreme reductivist end of that spectrum. I suspect we
           | like them because they're easy to understand, uniform,
           | predictable, and convenient to create and use. Creating more
           | effective learning opportunities and supports is
           | substantially harder, but generally worthwhile IMO.
        
         | usrbinno wrote:
         | > ...experts suck at empathizing with learners...
         | 
         | Or maybe we just don't want to coddle them. When has learning
         | anything been easy, and why do you expect people to be able to
         | acquire new knowledge and skills without putting in the effort?
         | It shouldn't be grueling, not for its own sake, but yeah, you
         | might have to stare at a compiler error for a few hours or even
         | a few days before you figure out what's broken. Truly, how else
         | are you supposed to learn if you don't, eventually, do it
         | yourself?
         | 
         | I'm so sick of this anti-expert, anti-knowledge attitude. It's
         | why we have bootcamp juniors being thrown into otherwise-senior
         | roles, with laughably predictable consequences for the field.
        
           | lovethevoid wrote:
           | This attitude seems unrelated to the topic at hand quite
           | frankly. Experts suck at empathizing with learners not
           | because of this spite, but often because it's actually quite
           | difficult to switch gears in language and understanding. It's
           | a completely different way of sharing knowledge, where you
           | have to explicitly express things that are just assumed
           | shared understanding among colleagues.
           | 
           | Also, to answer your questions in a very simple way: the
           | entire reason you even became an expert is because another
           | expert somewhere along the way gave you an easy in to the
           | knowledge, they coddled you. This is why you can "stare at a
           | compiler error for a few hours before figuring out what's
           | broken". Without that expert, you wouldn't even understand
           | what a compiler even is.
        
           | apsurd wrote:
           | Parent is saying there's a big difference between being an
           | expert in a field and being a good teacher.
        
           | zharknado wrote:
           | Perhaps I worded it too emotionally. I mean that experts
           | struggle to remember what it was like before they understood
           | something. It's very common for experts to ask novices to
           | make leaps that they aren't capable of making, because they
           | seem natural or obvious from an expert POV.
           | 
           | I'm all for hard work; learning is usually very hard work. I
           | also think we need expert guidance.
           | 
           | But let's make the difficulty useful/effective rather than
           | counterproductive.
        
         | stonemetal12 wrote:
         | Memorize means "to retain in and quickly recall from memory".
         | Weather that is by synthetic or natural process is irrelevant.
         | From the point of understanding how memory and recall work, yes
         | burning your hand is an act of memorization.
         | 
         | Sure there is a natural repetitive process that leads to base
         | learning like L1 you mention.
         | 
         | On the other hand no one adds or multiples enough in daily life
         | for natural memory formation. Humans consider the skill vital
         | enough that we have developed methods to memorize them. Same
         | for spelling, especially for infrequently used words.
         | 
         | Flashcards used with Spaced repetition isn't cargo cult, it is
         | a well studied, and pretty good method of inducing memory
         | formation.
        
           | zharknado wrote:
           | I'd say that's the definition of "remember" rather than
           | "memorize."
           | 
           | To most people I'd wager "memorize" has a strong connotation
           | for the synthetic version only, with an emphasis on a
           | stripping-out of context.
           | 
           | I recognize that stripping away context can be valuable---
           | drilling a tennis serve over and over outside the real-time
           | context of a game is extremely helpful.
           | 
           | Flashcards are rarely valuable in the same way. For
           | semantically oriented tasks, an impoverished context is
           | usually not very helpful. Receptive skills like letter and
           | character recognition might be an exception. But even then
           | you've got to make the leap to reading at some point.
           | 
           | > no one adds or multiplies enough in daily life for natural
           | memory formation
           | 
           | To the contrary, there's a fascinating study of children in
           | South America who had very fluent mental math skills for
           | making change because they sold fruit on the side of the
           | road. They couldn't solve the exact same problem in story
           | problem format in a classroom, though. Synthetic contexts
           | usually don't transfer well to real life.
        
           | jacobolus wrote:
           | By _far_ the best way to learn arithmetic facts is to
           | 'naturally' use them in service of solving more interesting
           | or relevant problems. Someone who spends the same amount of
           | time doing nontrivial word problems, pattern-discovery
           | projects, playing a game or solving a puzzle involving
           | embedded arithmetic, or just talking about numbers in a group
           | will come out vastly better prepared both for recalling or
           | figuring out arithmetic solutions per se and for mathematical
           | fluency in general than someone who does narrow practice
           | drills. Arithmetic drills are not only a total motivation
           | killer for most people, but also just suck at aiding
           | retention. Time spent on arithmetic drills in school is
           | somewhere between a waste of time and an actively harmful
           | punishment.
           | 
           | If anyone wants some primary school appropriate word
           | problems, let me recommend the collections by Lenchner, e.g.
           | https://archive.org/details/mathematicalolym0000lenc
           | 
           | Also try Kordemsky's _Moscow Puzzles_
           | https://archive.org/details/boris-a.-kordemsky-the-moscow-
           | pu...
        
           | tshaddox wrote:
           | > Memorize means "to retain in and quickly recall from
           | memory". Weather that is by synthetic or natural process is
           | irrelevant. From the point of understanding how memory and
           | recall work, yes burning your hand is an act of memorization.
           | 
           | I think in common usage the word "memorize" very strongly
           | implies that it's the _lossless_ storage and retrieval of
           | some highly specified sequence of information. No amount of
           | studying American Civil War history would be referred to as
           | "memorizing the Gettysburg Address" unless you could recite
           | the speech word for word.
        
         | WalterBright wrote:
         | The EEs I have known that carried around a card with:
         | V = I * R         I = V / R         R = V / I
         | 
         | because they couldn't remember it were all bad at EE and bad at
         | math.
         | 
         | If you can't remember the pieces making up a concept, how are
         | you going to remember the concept?
         | 
         | > It's disproportionately important for passing tests (And
         | getting hired at tech companies!)
         | 
         | I don't remember anyone who couldn't pass tests but was really
         | a great engineer.
         | 
         | BTW, one of the tests fighter pilots go through is they are
         | blindfolded, and then have to put their hand on each control
         | the instructor calls out.
         | 
         | I also have some written tests for certifying pilots. There are
         | questions like max takeoff weight, fuel burn rate, max dive
         | speeds, etc. Stuff a pilot had better know or he's a dead
         | pilot.
        
           | agumonkey wrote:
           | Some times the brain is wired to intuit the concept. That's
           | something that fascinates me. You grasp the idea before any
           | articulate explanation. Somebody shows you a problem and
           | rapidly you start discussing solutions with the other person
           | and even go further.
           | 
           | Most of the time memorization is a key role for creativity,
           | the easier you can jump between ideas the more combinations
           | you can explore (seems like the brain is constrained by some
           | cache bottleneck in a way).
        
           | jjk166 wrote:
           | > There are questions like max takeoff weight, fuel burn
           | rate, max dive speeds, etc. Stuff a pilot had better know or
           | he's a dead pilot.
           | 
           | You don't want a pilot who is creative when it comes to max
           | takeoff weight.
           | 
           | Obviously there are good reasons to memorize certain things,
           | creativity just isn't one of them.
        
             | coldtea wrote:
             | > _You don 't want a pilot who is creative when it comes to
             | max takeoff weight._
             | 
             | In certain combat situations, or when smuggling coke across
             | South and Central America, you certainly do.
        
               | lambda wrote:
               | Gravity works just as well if you're in combat or
               | smuggling coke. They don't suddenly give you the ability
               | to takeoff under too much load
        
               | coldtea wrote:
               | Sure, there are hard laws of physics.
               | 
               | Until you get to those, you'd be surprised how far some
               | creativity with weight distribution, getting rid of
               | unneeded cargo or even plane parts, using stuff to your
               | advantage, and a little daring to push the plane to its
               | limits, goes...
               | 
               | Way beyond what the "by the book" pilot who isn't
               | creative can achieve in times of need.
        
           | Jensson wrote:
           | > I don't remember anyone who couldn't pass tests but was
           | really a great engineer.
           | 
           | But there are plenty of people who can pass tests and are
           | terrible engineers. When people talk about memorization they
           | talk about remembering the words without understanding the
           | concepts, such a person is no better off than the person
           | carrying around a text note with the concept written down.
           | 
           | When you understand these concepts you will remember those
           | formulas, but memorizing the formula doesn't make you
           | understand it. Therefore creativity doesn't fundamentally
           | comes from memorization, there is something else there.
        
             | muzani wrote:
             | The point they are trying to make is it comes from
             | memorizing the right things. You don't become a chess
             | master by memorizing opening moves, you become one by
             | memorizing strong and weak states on the board.
             | 
             | The ability to memorize opening moves may lead you into a
             | stronger mid game, but it's not creativity. Creativity is
             | searching for patterns where they can mate in three, or
             | spotting positions where the bishop can attack two pieces
             | at once in two moves.
        
               | Jensson wrote:
               | > The point they are trying to make is it comes from
               | memorizing the right things
               | 
               | No it doesn't, understanding a concept doesn't come from
               | memorizing N facts, if it did we could easily make
               | everyone understand math in school but we can't.
               | 
               | Some people understand math trivially with no effort and
               | no work memorizing (they wont remember the formulas, but
               | they can explain how it works and can reproduce something
               | similar to the formulas), others don't understand even
               | with massive amounts of effort and memorizing every
               | formula.
               | 
               | > You don't become a chess master by memorizing opening
               | moves, you become one by memorizing strong and weak
               | states on the board.
               | 
               | That is just a theory, there is little behind that. Much
               | more likely you become a chess master by training a board
               | state evaluator in your hand that is really good at
               | evaluating board states, not by memorizing lots of board
               | states. Memorizing board states is deep blue, it is much
               | worse than AlphaGo etc, so that is for sure not the best
               | way to get good, and for sure not the way humans get
               | good, humans get good similar to how AlphaGo gets good,
               | not how deep blue did it.
               | 
               | That board state evaluator allows you to also remember
               | board states easily, but you don't build that by
               | memorizing board state patterns.
        
             | ozim wrote:
             | Without memorizing at first, it is much harder to
             | understand the topic. Memorizing builds fluency, fluency
             | builds proficiency.
             | 
             | You cannot build complex electronics without having Ohms
             | law in your mind as something fundamental you don't have to
             | look up.
             | 
             | Yes at some point you build up experience so you never
             | really think of it but for it to become intuitive it needs
             | to be learned by rot repetition
        
               | Jensson wrote:
               | > You cannot build complex electronics without having
               | Ohms law in your mind as something fundamental you don't
               | have to look up.
               | 
               | But I learned Ohms law without learning any formula, or
               | memorizing any picture. I just internalized that
               | electricity are electrons that gets pushed by a force
               | against a resistance, so it is obvious that the amount
               | that gets pushed through is force divided by resistance.
               | I couldn't write down the formula for that, because I
               | don't remember which symbol represents what, but I
               | understand the concept as good as any expert and I never
               | need to look that up because my intuition instantly
               | solves any related problem.
               | 
               | Most of the basic electric circuit formulas comes
               | trivially from that fact, so I never had to study for
               | that in physics. And as we know memorizing that fact
               | doesn't mean people know how to do the electric circuit
               | formulas, so memorization isn't enough, rather
               | internalizing concepts is a completely separate process
               | from memorization, and the quality of your internalized
               | structure is the most important part here not how many
               | objects you memorized.
        
           | sgregnt wrote:
           | This is different memories? the one for the formula and the
           | one for the concept. So you can remember the meaning of the
           | word but don't remember how to write it. So can reproduce the
           | formula from your deep understanding, but it is quicker to
           | check it out instead of apply the first principle every time.
        
           | dingnuts wrote:
           | > I don't remember anyone who couldn't pass tests but was
           | really a great engineer.
           | 
           | This is just confirmation bias. Either you're in a field
           | where you must have a degree, so everyone who couldn't pass
           | tests simply never became an engineer (eg EE) and whether or
           | not the test is a good measure is irrelevant because it
           | nonetheless gates your sample
           | 
           | OR you're in software engineering and the people who
           | struggled on tests work beside you, but they don't tell you
           | about their past performance on tests because you have a chip
           | on your shoulder and they don't want you to look down on
           | them.
           | 
           | I failed a lot of tests in college and now I'm a great
           | software engineer.
        
             | redhed wrote:
             | I also failed a lot of tests and I like to think that I am
             | currently a good engineer. Frankly I do not see much
             | overlap between what I was expected to do in school vs.
             | what I do at work besides lab work and projects, which were
             | the things I did do good in.
        
           | marcosdumay wrote:
           | > If you can't remember the pieces making up a concept, how
           | are you going to remember the concept?
           | 
           | This is not mere memorization. The GP's point that not
           | everything that makes you remember this is simply
           | "memorization", and certainly all of those things contribute
           | differently to creativity.
           | 
           | > I also have some written tests for certifying pilots.
           | 
           | Yes, piloting is one of the tasks where you absolutely need
           | lots of random information memorized. You should also not do
           | a lot of "creativity" in it.
        
           | bondarchuk wrote:
           | Isn't that exactly the result of a focus on memorization
           | instead of understanding (yes yes at some level that also
           | involves memory), though? To a certain type of person
           | memorizing an arbitrary arrangement of 3 symbols is quite
           | difficult but OTOH it's easy to remember that current goes up
           | with voltage and down with resistance.
        
         | ugh123 wrote:
         | Makes total sense. Kinda like how we can't train an LLM how to
         | speak by just giving it a dictionary.
        
           | lo_zamoyski wrote:
           | I am not commenting on or agreeing with the OP, but your
           | response is false. LLMs aren't given just a dictionary, and
           | they do not know how to speak. Speech implies grasp of
           | semantics. There is zero semantics in a block of text, only,
           | according to some interpretation, various textual
           | correlations.
        
         | pfortuny wrote:
         | You are changing the definition of memory we have had for like
         | 25 centuries in the West. That is your choice but there is no
         | stretching on the other side.
         | 
         | "To me" is not what defines what something is.
        
         | coldtea wrote:
         | > _OP and others here are stretching the definition of
         | "memorize" to mean "anything that leads to something being
         | retained in memory."_
         | 
         | They "stretch" it to its dictionary definition?
         | 
         | > _The trauma of burning your hand on a hot pan creates a
         | memory you won't soon forget, but almost no one would
         | understand it as an act of memorization_
         | 
         | It still is a kind of memorization, just not a voluntary one.
         | And such learning is still is a very important function of
         | mental development and evolutionary fitness, that shouldn't
         | just be shunned "because trauma".
         | 
         | > _Memorization to me refers to a set of cargo-culty "learning"
         | practices wherein we believe that by using language to drill
         | exposure to an abstract representation of a concept, that
         | somehow we will absorb the concept itself_
         | 
         | Well, I see your cargo cult and I raise you tried-and-true.
         | 
         | "Absorbing the concept itself" might take more effort
         | (including personal, for logistical reasons, not everything can
         | be tailored to the individual learner, who might not even care
         | enough for learning compared to all kinds of diversions, and
         | have zero passion for the subjects, even if a clone with the
         | teaching skills of Feynman with the presentation skills of
         | Tonny Robbins, and the passionate conviction of Jean D' Arc was
         | to present it to them.
         | 
         | But absorbing the concept is not enough, there needs to be
         | instant recall, or at least fast enough recall) of all kinds of
         | facts and factoids and tables, and also this "absorbing" also
         | needs to encompass boring concepts, that are nonetheless
         | crucial, if one is to be succesful in anything technical or
         | scientific, or generally creative in any sort of organized way
         | that combines concepts and information (not just Jackson
         | Pollocking away).
        
           | LoganDark wrote:
           | > They "stretch" it to its dictionary definition?
           | 
           | To memorize means to commit to memory. It is an action. But
           | memories are created by not just actions, but experiences.
           | Experiences can create memories without you having committed
           | them; without you having memorized anything.
        
             | coldtea wrote:
             | > _To memorize means to commit to memory. It is an action._
             | 
             | There is no action of "commiting to memory". It's not an
             | action we do, it's a process that results in that.
             | 
             | The actual action we do (when we consciously try to
             | remember something) is e.g. to study (read, repeat, and so
             | on).
        
               | LoganDark wrote:
               | > There is no action of "commiting to memory".
               | 
               | Mental notes are a pretty commonly known concept; not
               | that I'm claiming everyone can make them easily, or at
               | all, but they don't typically require focused studying.
               | I'd consider them an example of committing something to
               | memory intentionally. Sure, studying is another way of
               | committing things to memory. You can read something
               | repeatedly and completely ignore it just as much as you
               | can read something repeatedly with the intention of
               | remembering it. You can also make mental remarks without
               | them becoming mental notes. But it is certainly possible
               | to create a memory on purpose. It's just that studying an
               | entire subject requires you to train your understanding
               | quite a bit in order to build a good memory of it, as
               | opposed to memorizing a single simple idea or lesson that
               | you already intuitively understand.
        
             | rowanG077 wrote:
             | Please teach me to this magical "commit to memory" skill.
             | Up till now memorizing has always been a side effect of
             | some other process like studying for me. I would love to be
             | able to skip all of that.
        
               | LoganDark wrote:
               | You can't create a memory of something you don't already
               | have in your head. Studying puts stuff into your head for
               | you to remember. Memory comes naturally after that
               | happens, but it usually cannot come before, unless you
               | happen to have perfect recall and memorize the image of
               | whatever you are reading.
               | 
               | A good example of committing something to memory on
               | demand is making a mental note. I don't know if everyone
               | has this ability, but it's a pretty commonly known
               | concept. You don't have to study the subject of the note
               | in order to remember it; it's often something simple like
               | "do this tomorrow" that you already understand, so it's
               | easy to memorize.
        
         | josephg wrote:
         | > We do this mainly because experts suck at empathizing with
         | learners and fail to understand that the symbol has meaning for
         | them but not for the learner.
         | 
         | I hear you; but teaching deep expertise is really hard. We can
         | use your example of a child learning their first language. They
         | will really understand it. But people are famously, hilariously
         | terrible at teaching their native tongue. We know how to
         | conjugate, and how to use verbs and adverbs and all the rest.
         | But it's all intuitive - we have no symbolic understanding of
         | it. If that's the case, we can't explain it in words.
         | 
         | Here's a weird fact: if you look around the room you're in now,
         | I bet you know what it would feel like on your tongue to lick
         | everything you see. We probably learned that in the "put
         | everything in your mouth" baby phase.
         | 
         | You are an expert. But if you wanted to, how would you teach
         | that? I think the learner would just have to go lick a lot of
         | things for themself.
         | 
         | I believe a lot of real learning is actually like that. When I
         | taught programming, I think I was a frustrating teacher. My
         | students would ask things like "what's the best way to
         | structure this program?" And I would say "I don't know. Let's
         | brainstorm a few ways then you should pick at least one and try
         | writing it like that. Figure it out in code." I think you
         | become great at programming by licking all the programs you can
         | find. Same with music and art and languages (go have
         | conversations with native speakers).
         | 
         | There is only so much the best teacher can teach. Sometimes you
         | just have to walk around licking things.
        
           | azeirah wrote:
           | Yes. Tacit knowledge is hard to teach.
        
             | josephg wrote:
             | Right. And, I think, real expertise in any subject is choc
             | full of tacit knowledge. Even - and especially - in areas
             | where we have good symbolic representations. (Like music,
             | math, programming and languages.)
        
       | UltraLutra wrote:
       | I'm not in anyway an expert, so I googled what some research
       | says. Here's an interesting meta-analysis
       | (https://link.springer.com/article/10.3758/s13423-023-02303-4).
       | Memory and creativity are a lot more complex than I realized.
       | There are different types of each, and it seems like they
       | interact in complex ways. Here's the findings from the abstract:
       | 
       | > We found a small but significant (r = .19) correlation between
       | memory and creative cognition. Among semantic, episodic, working,
       | and short-term memory, all correlations were significant, but
       | semantic memory - particularly verbal fluency, the ability to
       | strategically retrieve information from long-term memory - was
       | found to drive this relationship. Further, working memory
       | capacity was found to be more strongly related to convergent than
       | divergent creative thinking. We also found that within visual
       | creativity, the relationship with visual memory was greater than
       | that of verbal memory, but within verbal creativity, the
       | relationship with verbal memory was greater than that of visual
       | memory. Finally, the memory- creativity correlation was larger
       | for children compared to young adults despite no impact of age on
       | the overall effect size. These results yield three key
       | conclusions: (1) semantic memory supports both verbal and
       | nonverbal creative thinking, (2) working memory supports
       | convergent creative thinking, and (3) the cognitive control of
       | memory is central to performance on creative thinking tasks.
       | 
       | So some memory seems to be correlated with convergent creativity,
       | which according to wikipedia
       | (https://en.wikipedia.org/wiki/Convergent_thinking) is "the
       | ability to give the 'correct' answer to questions that do not
       | require novel ideas, for instance on standardized multiple-choice
       | tests for intelligence." It sounds like there's less correlation
       | with divergent creativity, which (again from wikipedia
       | (https://en.wikipedia.org/wiki/Divergent_thinking)) is "a thought
       | process used to generate creative ideas by exploring many
       | possible solutions."
       | 
       | But my real takeaway is that people here seem to have strong
       | (emotional?) opinions on "memorization vs creativity: which is
       | better", but few people seemed to bother reading page 1 google
       | results on the topic. So I like to think that bothering to do
       | some cursory research beats both. :)
        
       | hello_kitty2 wrote:
       | Disagree. Best technique is no technique.
        
       | bootcat wrote:
       | I agree and feel likewise the author's comments on the above
       | about memorization, but I realized - A higher framework
       | 
       | and is as below, https://rajivkapur.com/3-pillars-of-vedantic-
       | practices/
        
       | lubesGordi wrote:
       | Kind of shocking to see so much angst against memorization here.
       | 
       | Memory has been long thought to be a critical component of
       | intelligence, with elaborate mnemonics systems developed by
       | people to help memorize more things (see Francis Yates' The Art
       | of Memory, and to a lesser extent her book on Giordano Bruno).
       | 
       | I would contend that memorizing concepts is a first step in
       | understanding them. Also, that generally understanding concepts
       | isn't a one and done thing, usually there's layers. Personally I
       | found that memorizing things in math helped me immensely when
       | years later I needed to actually understand the things I had
       | memorized.
        
         | knallfrosch wrote:
         | A fellow CS student didn't understand a theorem, because he
         | didn't understand any of the three definitions used to state
         | it. We went through the definitions together and suddenly the
         | theorem was "trivial"
         | 
         | That is true understanding. He won't need to remember the
         | theorem, because in his mind, it automatically follows from the
         | raw data.
        
       | knallfrosch wrote:
       | Creativity is actually defined by this transformation of finding
       | connections between raw data that you already have to know.
       | 
       | Consider use cases for a rock.
       | 
       | Boring would be using it as a paperweight or throwing it through
       | a window.
       | 
       | Novel but uncreative would be throwing it at the sun, or painting
       | it red. Novel, but kind of useless.
       | 
       | But what about using a rock to play rock paper scissors? Planting
       | it in the soil and watching it grow? That's kind of novel, by way
       | of subverting rock's rules (it doesn't grow, unlike plants) or
       | transforming the concept of 'rock' itself -- a real rock isn't
       | needed for rock paper scissors.
       | 
       | So only connections between known concepts are creative. Others
       | might be novel, but useless.
        
       | hosh wrote:
       | I think the more precise term used by educators is "fluency"
        
       | highfrequency wrote:
       | A lot of debate in the comments about the definition of
       | "memorization"; this is just semantics and misses the point.
       | Creativity is aided by 1) exposure to a wide variety of existing
       | ideas, 2) deep understanding and integration of those ideas, 3)
       | recombination of those ideas.
       | 
       | Superficial exposure to existing ideas alone won't get you there,
       | and neither will isolated deep reflection. You need both.
        
       | saint_fiasco wrote:
       | Being forced to do rote exercises sometimes makes you creative.
       | Solve a thousand trivial multiplication problems and you will
       | spontaneously discover lots of shortcuts, patterns, intuitions
       | that can warn you when you make a mistake and so on.
       | 
       | A common issue I notice when people discuss the terrible state of
       | math education in the US is that teachers demand that you solve a
       | problem a specific way, such as multiplying two-digit numbers by
       | drawing base-ten blocks and applying the distributive property.
       | 
       | People who are good at doing multiplication in their head think
       | the method makes perfect sense and don't know what all the fuss
       | is about. But I believe that those people learned how to apply
       | the distributive property "by themselves". That is, by adults
       | forcing them to multiply two-digit numbers over and over until
       | they developed an intuition of the distributive property by
       | necessity.
       | 
       | When people who didn't go through countless drills are taught the
       | base-ten method directly, they have a harder time understanding
       | it. So ironically it is the students who "mindlessly" drill
       | trivial computations over and over that are more prepared to have
       | a "true" understanding of the distributive property, while the
       | ones whose teachers believe drilling is for chumps and try to
       | just explicitly show them the true distributive right away, they
       | end up memorizing the words of the distributive property without
       | understanding it.
        
       | brushfoot wrote:
       | Friendly reminder: This blog post represents a software
       | engineer's personal opinion on creativity, upvoted here by fellow
       | software engineers.
       | 
       | No studies are cited. The assertions are corroborated by the
       | author's personal experience.
       | 
       | Take its claims with a grain of salt.
        
         | shw1n wrote:
         | ^ 100x this, absolutely
        
         | stoperaticless wrote:
         | I think we need some citations to know if what you are talking
         | about is true /s
        
       | sam0x17 wrote:
       | I think this analysis as a bit guilty of over-fitting -- it is
       | quite easy to rote memorize a bunch of things while having little
       | to no understanding of what they are or how they work. Trivial
       | examples include training a room of people to memorize a series
       | of facts written in a language they don't speak (the fact that
       | they have memorized doesn't at all mean they have any
       | understanding of the content). So I would say it's not
       | memorization per say, but meaningful exposure to a thing, the
       | more chances you have to meaningfully interact with a thing, the
       | higher the chance is you will learn how to manipulate it and do
       | things with it. This is the difference between understanding and
       | mere memorization, and the more exposure you have, the greater
       | the chance you will start to see the patterns and understand,
       | versus focusing your efforts on memorizing which will just lead
       | to over-fitting and not understanding. As with NNs, so with
       | humans.
        
       | FL33TW00D wrote:
       | The acts of the mind, where in it exerts its power over simple
       | ideas, are chiefly these three:
       | 
       | 1. Combining several simple ideas into one compound one, and thus
       | all complex ideas are made.
       | 
       | 2. The second is bringing two ideas, whether simple or complex,
       | together, and setting them by one another so as to take a view of
       | them at once, without uniting them into one, by which it gets all
       | its ideas of relations.
       | 
       | 3. The third is separating them from all other ideas that
       | accompany them in their real existence: this is called
       | abstraction, and thus all its general ideas are made.
       | 
       | John Locke, An Essay Concerning Human Understanding (1690)
        
       | Duanemclemore wrote:
       | "Seeing is forgetting the name of the thing one sees."
       | 
       | - Paul Valery, famously quoted by Robert Irwin
        
       | Jensson wrote:
       | Alphazero was very creative, yet it didn't memorize a single
       | move, it just self played. Deep blue was not creative at all, but
       | it was the chess engine that memorized the most moves, todays
       | chess engines are much better at chess and they don't memorize
       | many moves at all, if you dig through their internals you wont
       | find a lot of board states there.
       | 
       | So no, creativity doesn't fundamentally comes from memorization,
       | memorization is neither sufficient to become creative nor is it a
       | requirement. You don't memorize concepts you build models around
       | the concepts. You wont be able to reproduce the exact
       | descriptions of concepts but you will be able to produce
       | something similar that means basically the same thing.
        
       | maksimur wrote:
       | Related discussion: _Variability, not repetition, is the key to
       | mastery_ - https://news.ycombinator.com/item?id=33354355
        
       | nickpsecurity wrote:
       | That thesis is way, too oversimplified and a bit misleading. It
       | could lead you to think the real source of creativity is how much
       | you store, facts or patterns. Put Wikipedia on a computer with a
       | pile of heuristics (eg How to Solve It). Then, it will be more
       | creative than humans in no time. Yet, humans with virtually no
       | knowledge are more creative.
       | 
       | My first study of creativity was Cracking Creativity by Michalko.
       | Skimming its tools, I noticed all of them were about changing how
       | one looks at a problem or connects its pieces. Another work told
       | me geniuses are defined by what they forget or ignore more than
       | what they memorize. The two ideas combined into my working
       | approach.
       | 
       | When I did CompSci research, I would look through the papers for
       | the concepts they reported on. High level ones, core
       | prerequisites, and techniques in how they are combined. From
       | there, I could enumerate variations on each. Then, just keep
       | combining them in straight-forward or random ways. Eventually,
       | something emerges.
       | 
       | Likewise, prior work on creativity and A.I. showed reasoning by
       | analogy was huge in humans. We find patterns in one domain that
       | we generalize to look for patterns in another domain. Then,
       | there's some process of knowing when to try one or not.
       | 
       | These processes so far are extracting a tiny amount of
       | information, filtering most of it, identifying heuristics in a
       | domain, and heuristics across domains. Also, letting the mind
       | just soak on things to do whatever it does in the middle of the
       | night. These are collectively creativity.
       | 
       | Memorization is a building block of, but different from,
       | creativity. The proof is how we've long had memory and reasoning
       | in systems but they sucked at creativity. Recently, systems are
       | extrapolating enough to be more creative but are hallucinating
       | nonsense they definitely didn't remember. So, they're orthogonal.
       | 
       | "Creativity comes to those who have internalized the patterns of
       | their art -- they can see the connection or novelty because it's
       | all in their head."
       | 
       | Edit: I'll also add that, for planning and creativity, many of us
       | use a deliberate, trial-and-error process that takes time. We
       | don't just "see" it from something we internalized. We work
       | toward it using the creative process. We usually do see it when
       | it's finished, though.
        
       | enos_feedler wrote:
       | Did this author read a single book on creativity? Or did he just
       | make everything up?
       | 
       | Being creative is simply knowing what you want, knowing where you
       | are and is the process of making choices along the way to get
       | there. The point at which your creation comes to life is fuzzy,
       | but this is the underlying process. As for what
       | rules/patterns/etc that you follow to arrive where you want to
       | go: the whole point is not presubscribe to any of these.
       | Sometimes you draw from a known way. Sometimes you come up with
       | an entirely knew way to take a step. The point is simply to make
       | choices that bring you closer to what you want to make.
        
       | louthy wrote:
       | > A DJ can't mashup two songs unless they're familiar with both
       | 
       | As someone who's DJ'd at a pretty high level I can tell you this
       | is nonsense.
       | 
       | And to prove the point, here's a mix I did recently [1] with
       | brand new records that I'd just received in the post and had
       | never played before or even listened to (other than the samples
       | on the online store).
       | 
       | I used to take unlistened records to gigs and play them for the
       | first time, live, in front of a crowd. Simply because I enjoyed
       | the creative process of 'making it work'.
       | 
       | Creativity for me isn't "writing down heuristics on best DJ
       | transitions" -- I haven't once considered that. It sounds, to me,
       | to be the exact opposite approach to fostering creativity.
       | Creativity for me comes out of play. It grows over time. It's
       | feeling and emotion, not memory.
       | 
       | I stopped reading after that. Especially as I am someone with a
       | terrible memory but am also very creative in a number of fields.
       | 
       | [1] https://on.soundcloud.com/xZ28hvv5ieV9RnTU7
        
       | ethlala wrote:
       | I think this is right, and one implication is that 99.9% of the
       | self-help content you passively consume on the internet will have
       | no impact on your life, because (barring deliberate learning /
       | repetition), you won't remember it in the high-leverage moments
       | when it might have made a difference.
        
         | shw1n wrote:
         | Thanks for reading!
         | 
         | This brings up an interesting point -- while I think many
         | people read and forget self-help books without ever improving
         | their lives, the way they can mostly help people (imo) is by:
         | 
         | 1) identifying a heuristic 2) making memorization easier
         | through stories
         | 
         | The stories, analogies, acronyms they teach all just make
         | memorizing/remembering/learning their heuristic easier
        
         | Jensson wrote:
         | > you won't remember it in the high-leverage moments when it
         | might have made a difference
         | 
         | But how would you learn to remember the right advice in the
         | right context? The act of remembering something when you need
         | it requires you to do more than just memorize it, you have to
         | properly learn when the thing is actually useful and train your
         | mind to recall this advice in those situations.
         | 
         | It is much better to know that an advice exist and learn when
         | to look it up than to memorize the advice without the ability
         | to realize when you would need it.
        
       | willguest wrote:
       | The category is not the thing categorised.
       | 
       | Just because you can put things into boxes does not mean that
       | everything belongs in a box. Whatever essential element you seek
       | to create, whether or not it is concrete or abstract, can simply
       | be put forward as a target of memorisation, without pausing to
       | think about whether you can truly memorise it.
       | 
       | E.g. a heuristic for determining the best heuristic. Simple, just
       | memorise it, right?
        
       ___________________________________________________________________
       (page generated 2024-07-31 23:00 UTC)