Twitter showed us its algorithm – what does it tell us?
knightcolumbia.org
knightcolumbia.org
If that assumption holds, then I would guess this type of algorithm favors consistency of content. In other words, someone who picks a certain topic and consistently tweets only about that topic is going to be easier to form predictions around versus someone whose tweets show much more variety, in topics, styles, etc.
What that might mean, from a "gaming the system" point of view, is that if you're a person who intends to primarily tweet about two or three disparate things, you might be better off creating a separate account for each, rather than a single account where engagement is harder to predict.
For example the channel Accursed Farms puts out a Half-Life based show called Freeman's Mind which I love, but I'm not huge on the rest of their content, so I follow their playlist and can easily get just the content I want.
If I want to watch episodes of Breaking Bad, I don’t want you to randomly throw in episodes or M*A*S*H (even though both are good).
To be honest it's pretty horrible. Why can't I just post about what interests me right now?
> Why can't I just post about what interests me right now?
You mean you can’t post without probably messing with some bizarre algorithm that is running YouTube discovery?
Because I’m quite sure you can post about whatever you want.
The problem I see is that you’re mixing two aspects of the creation process.
There’s your desire and curiosity driving you towards creating videos on one end there’s whatever YouTube wants on the other which usually is keeping people glued on their phones to consume as much content as they can.
It’s up to you to decide what is more valuable here. If you want to play the YouTube game you have to accept their idiotic rules which includes posting daily, making stupid shorts, making reactionary content and all that.
OR you can decide that it’s more important for you to make videos you find interesting and stop caring about vanity metrics.
Side note: those three images in your post are completely unnecessary and add nothing to the overall quality of the post. I’d personally remove them and stick with just the content.
But that’s just my 2c
My wife is a amateur painter but would like to make more of it. I always tell he that she should paint what she wants and make pictures she enjoys.
Her art club is currently running an exhibition and none of her paintings have sold so far.
People engage with celebrities on everything. If an A list celeb announces they enjoy a slice of lemon in hot water, twenty news articles will be published around the world.
Social media sites like Twitter (Now Titter) have brought out the worst in us, and now that they're collapsing under their own arrogant leaders, no one is really considering the lessons learned... They can't exist without creators, but creators can exist and function on any platform. Screw Twitter's dictatorial algorithm, mastering it does not help anyone to be creative and successful unless they're trust fund babies, scammers, and/or hackers.
See also the Iron Law of Bureaucracy[0], which is closely related[1].
EDIT:
The "success nerds" are usually the grown-ups, encouraged by non-participating grown-ups who see the entire activity as just a money printer.
--
[0] - https://en.wikipedia.org/wiki/Iron_law_of_oligarchy
[1] - I don't think it's an accident. Those are the same group dynamics at play.
Then again if that is indeed the point, just follow fewer accounts.
Thanks for breaking my habit I guess.
I just want a chronological list of all of my friends updates.
It particularly interested me that Twitter under Musk is trying NOT to discuss Ukraine, and PENALIZES people who attempt to interact with those outside of their general political circle. I can give arguments for why they should do both, but I think both are ultimately bad ideas.
While Musk's Twitter explicitly censors references to Russia's genocide of Ukraine, Musk himself feigns ignorance and false indignation accusing the "western press" of insisting "on pushing such a lopsided view of the conflict".
https://twitter.com/VsimPohuy/status/1645699649003569152?t=v...
> 9. Making up words or misspelling hurts
> Words that are identified as “unknown language” are given 0.01, which is a huge penalty.
Does that mean if I tweet about coding and use identifiers like "setUserName", which is not an English word, the tweet gets a huge penalty? If so, that's disappointing.
Demoting a tweet that's entirely unidentifiable as any human language seems fair enough.
Even being 90% confident would be a massive undertaking, and "speakers of this language may/may not use the internet" feels like high stakes for getting it wrong.
It seems a little niche but I'm sure a few times a year some far out town gets connected and suddenly there are speakers of a previously unknown-to-the-internet language newly online.
For example, they could have a language "unrecognized" and assume everyone speaks it.
I broadly find this useful: I see tweets in other languages when they're retweeted by people I follow, and about half the time I machine translate them. But I don't want my whole feed to be that.
Second, it’s already been done so my next suggestion would be to look what at all the computational linguistic majors have been up to.
And there’s always the options of having unsupported languages or inferring it from user settings or user location.
From a product perspective you will need this feature though if you want worldwide coverage, because very few people are polyglots and most people don’t speak English as a first language.
For example do they check for the common but nonstandard transliteration systems arabic speakers use? There have to be similar systems in other languages that don't use the roman or cyrillic alphabets too right?
Or for that matter what about languages twitter simply isn't aware of? There are thousands with native speakers after all, does this make it basically impossible for them to organically use twitter together?
We aren’t giving them enough credit here IMO!
Whether the user implies the reader or author, I don’t know, I assume the reader as that would make most sense.
https://twitter.com/aakashg0/status/1641976943141699584?s=61...
See here for a rebuttal of the main tweet in that thread (near the bottom of the article). https://solomonmg.github.io/post/twitter-the-algorithm/
Biggest example is this one:
"9. Making up words or misspelling hurts - Words that are identified as “unknown language” are given 0.01, which is a huge penalty."
The code in the screenshot for that looks like this:
// Boost (demotion) if the tweet language is not one of user's
// understandable languages, nor interface language.
optional double unknownLanguageBoost = 0.01
That doesn't match the description of "Making up words or misspelling hurts" at all!This would directly penalize endangered languages and dialects, which is a tragic loss for linguistic diversity. I think a lot of people hoped the WWW would connect these small and dwindling communities, and even help revitalize them, but policies like this sound actively harmful.
If we're looking at it through the lens of systemic racism, it seems pretty straightforward as well – anyone who speaks a non-standard variant or dialect of their language will have less power to share their thoughts and ideas. They will also see less other people doing so, creating a feedback-loop discouraging the use of non-standard language.
If a recipient doesn't speak the language, the speaker doesn't have much power in the first place. This is noise reduction.
I think ignorance is a fair answer for an individual like you and me.
However when you are a giant organisation, the organisation can be evil without anyone individually being so. In organisation ignorance and evilness is really hard to distinguish, and easy to conflate on purpose.
It is the job of the leadership to not be ignorant, or at least to hire someone who isn't.
Thats why AI ethocs teams where the correct move.
https://www.linguisticsociety.org/resource/multilingualism
Of course in the US this is not the case, and Twitter is a US based company that creates software used globally.
There's also a place in Twitter's settings to show languages that Twitter has inferred that you know (e.g. following a German-language account and interacting with it almost certainly means that you know some German).
There have been many stories that have come to light in the last few months. Merkel and Macron admitting the Minsk agreements were used to buy time for CIA and British to arm rebels since 2014 was big story. Large amounts of money the US has supplied Ukraine and lack of oversight to where this is going (the total US aid now surpasses Russia’s entire military budget per year). But this same poster (aakashg0) claims these stories have been suppressed, even though they would be counter to dominant narrative in western media.
I think algorithmic moderation on a particular topic is hard; you still need someone in there boosting the stories you want people to read and downplaying the stories you don’t.
(Is this what news in the PRC feel like?)
But to be clear, the US was funding Ukrainian rebel groups (right-wing paramilitary organizations) 2014-2022 but through clandestine means. This is much more difficult to do without the support of congress because the support has to be indirect — the funding has to be off-the-books — because this was a violation of the Minsk agreement.
Since 2022, the floodgates have opened and the US is now openly sending money and weapons systems, now totaling over $100B since the Russian invasion. The Russian Defence budget is estimated to be $70-80B per year.
"many Americans are unaware" of this story because it's nonsense that puts together various tidbits to spin a yarn long enough to envelop the world.
The Ukrainian-backed paramilitaries aren't rebels because they support the government.
Many of these are right-wing militias that have been fighting in the Donbas since 2014. Some have been absorbed into the UA national guard.
I have never mentioned pro-Russia paramilitary groups; I think you and the other commenter got confused because I didn’t explicitly say Ukrainian paramilitary groups. (Thought it was obvious from context which side I was referring; obviously the CIA would not be supporting pro-Russian militias)
Plus, you didn't answer the multiple times when asked to clarify.
Also I have vouched the top comment of this tree because I consider this point as valid.
None of those are “rebels”, which is the term you used.
> Some have been absorbed into the UA national guard.
The National Guard of Ukraine is one of the “paramilitaries” on the list you linked, so, yes, it is fair to say it has been absorbed into…itself.
> I have never mentioned pro-Russia paramilitary groups
You said “rebels”. The only rebels in Ukraine are those forces consisting of Ukrainians (as non-Ukrainians would be invaders, rather than rebels) fighting against the government of Ukraine, i.e., Russian-backed and Russian-aligned armed groups.
Boy, Ukraine have never had a proper borderline with Russian, I mean most of that border was nothing more than just demarcation sticks.
You're still being UN-clear. And this far down the thread it's becoming harder and harder to believe that it is unintentional.
"Ukrainian right-wing paramilitary pro-Russian 'rebel' organizations", or "Ukrainian right-wing paramilitary pro-Ukraine 'rebel' organizations"?
Wtf are you talking about? What rebels in Ukraine did CIA and British arm? Or is one of those “it’s complicated” comments?
You don't mean "rebels" (who were/are in fact simply Russia proxies), you mean the other side, Ukraine.
Not sure what percentage of all arms delivered to Ukraine has come after February 2022, but it must be well north of 90%. So apparently all these plans to secretly and slowly arm Ukraine amounted to nothing, and it was the invasion itself that triggered the flow of arms. Some dastardly plan.
BTW always love the not-at-all-loaded use of "admitted".
>Large amounts of money the US has supplied Ukraine and lack of oversight to where this is going
These are the kind of fact-free notions that seem to start their life in the TuckerCarlsonVerse and spread outward from there. Just saying there's "lack of oversight" does not make it so, particularly when there's plenty of oversight by the US gov't. In fact, oversight is one reason why the buildup of weapons supplies (in terms of quantity and weapons systems types) has been so gradual. The US wanted to make sure Ukraine's army knows what to do with the stuff and won't leave on the field of battle so that it ends up arming the enemy, like the Afghans did.
>(the total US aid now surpasses Russia’s entire military budget per year).
That's completely meaningless. Russia's military budget pays for many times more personnel and weapons systems than the equivalent number as part of the US military budget, because the purchasing power of, say, $1 million is vastly different when it's spent by the Pentagon in the US, paying US prices and employing Americans, or by the Russian MOD, paying Russian prices and employing Russians.
> That's completely meaningless. Russia's military budget pays for many times more personnel and weapons systems than the equivalent number as part of the US military budget, because the purchasing power of, say, $1 million is vastly different when it's spent by the Pentagon in the US, paying US prices and employing Americans, or by the Russian MOD, paying Russian prices and employing Russians.
It also seems misleading in the sense that, for example, we have a ton of Abrams tanks that the US military didn’t want, but that Congress has over time decided to buy. So if we send them to Ukraine, how should that be accounted for financially? I guess the cost of a gently used Abrams is pretty high but we already bought it and the value to us is pretty low.
I'm no fan of Musk these days, but there is plainly no evidence in the repo that Ukraine is being suppressed - the linked code is very obviously a model dispatch from an initial classification system, and it makes perfect sense Ukraine would need a call out there since a major war most likely would normally run afoul of profanity, violence, and calls to violence filters without actually violating them.
Because of stuff like the NAFO trolls I can understand why that discussion is not brought to the top anymore.
Anyway, whoever is interested in the war going down there can most definitely have access to both sides' views, I personally find Twitter one of the few media/online outlets that still makes that possible (and props to them for that).
What makes you say this? I’m aware tweets about Ukraine are down ranked. This seems analogous to subreddits (such as world news, geopolitics, etc) stickying a live thread for the war. This is to prevent it from taking over the subreddit and it happens to slow down discussion.
Seems like the Ukraine war topic is similarly tuned on Twitter. Ukraine can still trend it just takes more activity than other topics.
When subreddits create a mandatory megathread, it is always with the purpose of kneecapping that specific topic. Putting a large topic into a single thread makes sharing information about the topic extremely difficult.
I'd like to add that there's no reason to believe that such topics that get buried into megathreads would have taken over a subreddit otherwise. The news cycle turns. For example, worldnews today would look no different if the Ukraine war topic had been allowed to breathe. At most it would have caused the minor inconvenience of going to page two for the fraction of people not interested at all in the Ukraine war at that time.
I'm not really looking to twitter to say "Actually, we've all heard a bit too much about Tennis". I don't want Twitter's timeline to have an editorial voice.
Sorry, that's a bullshit excuse. Russia's invasion of Ukraine was hardcoded to be downranked like DMCA violations and high toxicity content.
This has zero do to with "editorial voice" or other bullshit excuse. This was a blatant attempt to smuther any reference on what Russia is doing to Ukraine.
Can we at least have one "safe space" where we don't have to constantly hear about death and glorification of weapons? Especially since we've never talked about Yemen or Syria with the same intensity.
I don't get why you feel the need to get on the offensive about Russia. The only case I'm making is that being constantly subjected to rushed war news pieces isn't of any use except the instigation of primal/emotional reactions.
The most trustworthy information will be disclosed after the war is over anyway, when the need for propaganda diminishes.
[1] https://apnews.com/article/ukrainian-children-russia-7493cb2...
FYI I'll ignore it as I've been bombarded with this children in camps news piece for days already on all the media I have access to.
Since I'm not a hypocrite like you, I can tell you that I don't care at all about what's happening in Ukraine as I prefer living my day without being forcefed terrifying/incorrect news or even worse propaganda. The same way as I ignored what was happening in Syria and Yemen or whatever other war/disaster happening right now in the world.
You made no point. Just because you don't want to follow a topic that does not mean it's ok to censor it and stop everyone from liking things you don't like. That would be a stupid thing to defend, specially considering your content is already served by recommendation systems.
Oh I've made it very clearly. You just don't seem to be interested in understanding it nor having an honest discussion on it.
> Just because you don't want to follow a topic that does not mean it's ok to censor it and stop everyone from liking things you don't like.
Which I never did or asked for.
On the other hand, you clearly show an intent to force feed everyone else with the kind of news you deem more relevant than others. Don't like the "editorial line" of Twitter? Go read the Kiev Independent.
Why should twitter follow your editorial line of preference, or why should I be subjected to it?
If you can answer that and not consider yourself a lunatic demanding your singular topic to be at the forefront for all people at all times, then consider yourself the most important person in the world.
I click away from conversations dealing with AI because they tend to be filled with people scared about something that does not exist or a blatant misunderstanding of what a tool does. I close websites that have enormous spins on topics I am intimately familiar with either lies through omission or generally ignorant statements that demonstrate no understanding of what is the main topic.
Today, after posting this comment, I will click off Hackernews, because your comment is an example of the weird behavior that infests discussions across the internet, demanding only their position be the correct one even in the face of normal, good faith explanations for why your position may be not be correct. I know I am being a major hypocrite because I've insulted you in the previous section and in this one as well, but that doesn't matter to me right now.
Hackernews will lose my engagement today, and if I am ever asked why I left, that blame is going to be you. I may not/won't return for a while. At best, I'll be here tomorrow, at worst I will never return. The effect that may have on Hackernews is to be determined, but what is known to whoever at all cares about engagement is they've lost a user.
That's not it.
Thanks but I prefer to not be subjected to constant hate speech and the militarization of any discourse. Try to visit reddit these days, it's become a cesspool of war propaganda and military glorification.
What push? Conclude what you want, preferably based off available evidence.
> It definitely highlights that Twitter is happy to categorize and treat Ukrainian content differently which is insightful to know.
Not really. That particular analysis AFAICT, highlights the term UkraineCrisisTopic occurs in the twitter algo code base somewhere.
Damned if you do: people will question your political stance.
Damned if you don't: you'll lose a lot of users who uses twitter for various reasons other than politics and warfare. People that just want to relax and unwind, be entertained, and plug into the matrix.
Seriously though I think a better UI for muting topics would be a better user interface than hardcoding these things. In twitter you can mute topics but you gotta dig through the settings first.
They could simply provide option to block tweets with specific hashtags (or maybe they already do, I don't use twitter), and I think everyone would like that.
It would seem anti-woke tweets do very well. I see such tweets a lot when logged out.
Replying to an account with an unverified account is automatically collapsed. Only twitter blue accounts get to post replies in comments and not have those comments be collapsed. They can also post replies to their own tweets without the replies being collapsed.
I have no idea if this is true. However... I have a coworker that was just banned from Reddit, her daughter is a high school swimmer, and there is a trans issue going on. I saw the comment she was banned for, while I don't necessarily agree with all of her points, it was absolutely not ban-worthy. She is waiting on an appeal that won't come. I've now seen with my own eyes that moderators and at least some admins at Reddit are shutting down anything that takes "the wrong position" on trans topics as "hate", when it's definitely not. Let's say over-woke to promote a consensus.
So, my question to you is this... How could we tell if anti-woke tweets do well on Twitter, or if they are overly censored and penalized on other sites?
How can you be sure it's not your reference and the systems you are comparing to are fair or not?
https://www.reddit.com/r/Conservative/comments/1241rxj/a_tra...
I’d have to see your coworker’s post to really know if it was hate speech.
But, did you post the right link? I read a post that said a trans person shot up a school which happened and says “Reddit pushes trans propoganda”, is that hate? The top comment says they didn’t use pronouns. Was the hate in the rest of the comments?
You sound like the guy from the shoe factory: https://www.youtube.com/watch?v=idb_qsAAe1c
I don't understand the rationale... My feeds are mostly comments with a link to the article, and following a hashtag is the way to form a community. What does Twitter want to be ? Some glorified public chatroom ?
For example, this suggestion I posted on the Twitter algo
Advertisers, the actual users, get pretty precise tooling on who to show their ads to.
Especially since the weights are tied entirely to how well calibrated the individual predictive models are.
> “two models trained on the same data but with different algorithms will behave much more similarly than two models trained on different data with the same algorithm. That’s because the training data contains the patterns in user behavior that algorithms mine and use when recommending new content.”
Do we know how ‘true’ this statement is? Or how much % an algorithm must deviate to cause a % change in results? What about difference in data? If someone can point to somewhere to read up on this, I'd like to know!
I suspected this and told my far-right/left wing acquaintances, that no, Twitter (and Facebook too) isn't suppressing you, your content is just a net-negative from the platform's perspective. The platform is in the business of keeping the bulk of its users and advertisers happy.
Instagram also downweights posts about Biden passing 1994 crime bill. [0]
[0]: https://twitter.com/perma___ben/status/1339293381625864195
I'm a bit tired of the "aggrieved people claiming censorship" over small potatoes that often turns out to be "the company applied their policy uniformly"