I've also noticed that when I communicate with Grok in my native language, its tone is more natural than other models. I think this is due to the advantage of being trained on a large amount of Twitter data. However, as Twitter contains more and more AI-generated content now, I'm afraid continued training will make it less natural.
I've seen this expressed as a concern even from one of my colleagues. My retort was:
"English is not my native language and LLMs taught me quite a few very useful formalisms that do land well for people and they change their attitude towards you to be more respectful afterwards. It also showed me how to frame and reframe certain arguments. I agree sounding like an LLM is kind of sad but I am getting a lot of educational value -- and with time I'll sneak my own voice back in these newly learned idioms and ways to talk."
Since you seem interested in the ins and outs of English, I want to say that "retort" has a connotation of anger or sharpness. Your response reads more like a "rebuttal" to me.
This is not a correction; maybe retort is what you meant and I'm not trying to be the English police. I just like discussing the intricacies of language :)
Like most of all widely spoken languages, there's a lot of regional variation in English. There's even a bunch of quizzes online where you answer 20 questions about phrasings, and they can tell you where you're from with a disconcertingly high degree of accuracy.
In my experience a "retort" is sharp or witty, but certainly not angry, whereas the word "rebuttal" is itself essentially antagonistic. You might use it when referring to something or someone that you look down upon, whereas a more neutral term would simply be "response."
Just personally I tend to regard retort as short and reactive while rebuttal as a longer and more considered disagreement. A retort could be defensive and wrong or it could be sharp and insightful - it doesn't imply one or the other. A rebuttal is mostly an attempt to correct something while a retort doesn't need to be a correction (although it could).
Even something like "piss off!" could be a retort, but usually never a rebuttal :)
Just as I was reading your comment I remembered that Samuel Jackson used "retort" in his speech in the "Pulp Fiction" movie and was wondering whether he was openly antagonistic there (I mean, he killed a bunch of guys with a pistol shortly afterwards but still) or was it a witticism.
I admit I am lost on these nuances and I usually kind of use whatever idiom comes to mind, which yes, likely would net me some weird looks depending on where I am geographically.
So human language will improve and become more precise? I'm all for it, especially if we get more emojis in speech! Why is that sadly? Humans will learn to imitate their more intelligent betters.
There was already evidence last year[1] that pointed to ChatGPT-specific words like "meticulous," "delve," etc becoming more frequently used than they were previously. The linked study used audio of academic talks and podcasts to determine this.
Part of me wanted to object to those two examples, which I’ve used frequently since the reaching adulthood in the 80s. Another part of me has been triggered by an apparent uptick in the word “crisp”, which my gut takes as an coding-LLM tell.
Opus 4.7 loves to use the word “substrate” whenever it gets the chance, it’s a really weird tic. How do these models end up this these sorts of behaviors?
I'm sure Twitter knows which are the bot accounts and is surely excluding them from their model training. Twitter bots aren't a new phenomenon after all.
I don't think Twitter/X know for sure who the bots are, since Elon has been pretty vocal about trying to stop them for ages, yet I still get lots of spam DMs (as do others with far fewer followers/reach).
Even if 95% of the spam gets actively reported and dealt with, that still leaves a ton of nonsense on the platform, getting fed into the LLM. And spam has only gotten worse over the years, as the barrier to entry has lowered and lowered.
Are the spam DMs advertisements or more generally something linked to a product or service? I wouldn't be surprised if X is more lenient towards bots that pay them for adverts.
Most of what I get seem to be advertisements or automated messages if you follow large(r) accounts.
One of the most interesting things that I've noticed is these advertisements will be triggered if you follow accounts that are positioned as influencers. I followed one out of curiosity and received a DM from that account advertising some cryptocurrency service.
It's a good way to filter out and block accounts that have almost certainly not grown organically.
I'd have guessed that at least some of the bots are Twitter itself, trying to draw you in with some sense of engagement. Given that Musk is the owner, and everything we know about him and have seen him do, I'd not be surprised if some of the MAGA bots are his too.
There is bots everywhere, it has nothing to do with the platform, it has to do with attackers having an incentive to do mass account farming, no platform is secure against it.
Super easy, just make a web-of-trust type of thing: messages are only visible to those who already vouched for you. Otherwise, you pay $0.01/per message/per user reached.
By buying accounts, you are buying reputation. By paying for the posts, you are maybe paying for reach at first, but (a) it will be costly and (b) it does not guarantee that the reached ones will spread anything further.
Yes your individual feed isn't really relevant if we talk about the masses, Reddit accounts are for sale quite cheap, HN as well, X too and so-on, it's literally just a matter of means/methodology. If I want today to do 1000 random posts talking about a certain thing, I could.
OpenAI has already been proven to be easily gamed through very unsophisticated poisoning (fake information in a web page + an edit to a wiki page pointing at it, fake information in a reddit post), so I'm not sure we shoudl hold up their efforts at data cleaning as a gold standard.
