Democratico Lombardo

12.8K posts

Democratico Lombardo

Democratico Lombardo

@DemocraticoLomb

Pensiero Critico e Ragionamento Logico. Perché sono così rari?

Katılım Ocak 2013
294 Takip Edilen164 Takipçiler
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Timostene
Timostene@SandroRossi_x·
Ci sono due possibilità. O la Meloni è andata nel Golfo Persico per risolvere i problemi energetici degli italiani, oppure ci è andata per spendere altri 30.000 euro, farsi qualche foto e comprarsi un’altra decina di abiti a spese nostre.   Ditemi voi cosa ne pensate. E perché proprio rosso, l’abito?
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Nav Toor
Nav Toor@heynavtoor·
🚨SHOCKING: Apple just proved that AI models cannot do math. Not advanced math. Grade school math. The kind a 10-year-old solves. And the way they proved it is devastating. Apple researchers took the most popular math benchmark in AI — GSM8K, a set of grade-school math problems — and made one change. They swapped the numbers. Same problem. Same logic. Same steps. Different numbers. Every model's performance dropped. Every single one. 25 state-of-the-art models tested. But that wasn't the real experiment. The real experiment broke everything. They added one sentence to a math problem. One sentence that is completely irrelevant to the answer. It has nothing to do with the math. A human would read it and ignore it instantly. Here's the actual example from the paper: "Oliver picks 44 kiwis on Friday. Then he picks 58 kiwis on Saturday. On Sunday, he picks double the number of kiwis he did on Friday, but five of them were a bit smaller than average. How many kiwis does Oliver have?" The correct answer is 190. The size of the kiwis has nothing to do with the count. A 10-year-old would ignore "five of them were a bit smaller" because it's obviously irrelevant. It doesn't change how many kiwis there are. But o1-mini, OpenAI's reasoning model, subtracted 5. It got 185. Llama did the same thing. Subtracted 5. Got 185. They didn't reason through the problem. They saw the number 5, saw a sentence that sounded like it mattered, and blindly turned it into a subtraction. The models do not understand what subtraction means. They see a pattern that looks like subtraction and apply it. That is all. Apple tested this across all models. They call the dataset "GSM-NoOp" — as in, the added clause is a no-operation. It does nothing. It changes nothing. The results are catastrophic. Phi-3-mini dropped over 65%. More than half of its "math ability" vanished from one irrelevant sentence. GPT-4o dropped from 94.9% to 63.1%. o1-mini dropped from 94.5% to 66.0%. o1-preview, OpenAI's most advanced reasoning model at the time, dropped from 92.7% to 77.4%. Even giving the models 8 examples of the exact same question beforehand, with the correct solution shown each time, barely helped. The models still fell for the irrelevant clause. This means it's not a prompting problem. It's not a context problem. It's structural. The Apple researchers also found that models convert words into math operations without understanding what those words mean. They see the word "discount" and multiply. They see a number near the word "smaller" and subtract. Regardless of whether it makes any sense. The paper's exact words: "current LLMs are not capable of genuine logical reasoning; instead, they attempt to replicate the reasoning steps observed in their training data." And: "LLMs likely perform a form of probabilistic pattern-matching and searching to find closest seen data during training without proper understanding of concepts." They also tested what happens when you increase the number of steps in a problem. Performance didn't just decrease. The rate of decrease accelerated. Adding two extra clauses to a problem dropped Gemma2-9b from 84.4% to 41.8%. Phi-3.5-mini from 87.6% to 44.8%. The more thinking required, the more the models collapse. A real reasoner would slow down and work through it. These models don't slow down. They pattern-match. And when the pattern becomes complex enough, they crash. This paper was published at ICLR 2025, one of the most prestigious AI conferences in the world. You are using AI to help you make financial decisions. To check legal documents. To solve problems at work. To help your children with homework. And Apple just proved that the AI is not thinking about any of it. It is pattern matching. And the moment something unexpected shows up in your question, it breaks. It does not tell you it broke. It just quietly gives you the wrong answer with full confidence.
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Candace Owens
Candace Owens@RealCandaceO·
Pete Hegseth fired the Army Chief of Staff Randy George, General David Hodne, and ⁠Major General William Green ahead of this special mission into Iran. Did they advise against it? They are lying about the Pilot mission. That much is obvious.
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Parody Jeff
Parody Jeff@Parodyjeffx·
CRINGE 🤡 Israeli settlers ripping their clothes to make it look like they were attacked by Palestinians. Once the got caught by journalists they started to panick.
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Jo
Jo@JoJoFromJerz·
The craziest thing about Trump’s unhinged Easter post is that his name is all the fuck over the Epstein files including allegations that he raped and punched a 13 year old girl.
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T. Bernadetti
T. Bernadetti@MrsRoyKeaneo·
#Boycott #GalGadot #GerardButler #Israel ✅️Gadot was an IDF soldier. ✅️Butler openly supports Israel and regularly attends fundraising events in support of the IDF
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Nury Vittachi
Nury Vittachi@NuryVittachi·
It has been confirmed that Donald Trump himself rescued a US airman in Iran. The President carried the man 100 miles to Air Force One, while killing 20 Iranian generals with a gun. Trump also recovered the plane, which was barely scratched. “Many won’t believe this,” Trump said.
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Daniel Foubert 🇵🇱🇫🇷
This man — very low energy, very bad genes frankly — has failed at EVERYTHING. Casinos. CASINOS! You can't fail at casinos. The house ALWAYS wins — except him. Tremendous loser. Perhaps the greatest loser in the history of losers, maybe ever. All academics say it: "we've never seen losing at this level." Very historic. His steaks? Gone. His airline? Gone. His university? FRAUD. His marriages? You know what happened. Everybody knows. And yet he stands there, on his little platform, talking about WINNING. Sad! I've seen better hair on a corn dog and more dignity in a parking ticket. And believe me, I've looked at the numbers — nobody looks at numbers like I do — and the numbers are TERRIBLE for him. Historically bad. The debts? Massive. The lawsuits? Countless. The friends? Gone. One by one, everybody leaves. His lawyers leave. His chiefs of staff leave. Even his accountants — and accountants will work for ANYBODY, trust me — even THEY left. That tells you something. That tells you EVERYTHING. This is a man so radioactive that rats are filing restraining orders. And yet — and this is the beautiful part, really gorgeous — he keeps coming back. Like a bad steak. Like, specifically, HIS steak. Rubbery, overcooked, served with ketchup, and nobody wanted it the first time. THANK YOU FOR YOUR ATTENTION TO THIS MATTER
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Power to the People ☭🕊
Power to the People ☭🕊@ProudSocialist·
Israel's Ambassador to the UN: "We have the legitimacy to target civilian targets in Iran.” There it is folks… Israel openly and brazenly admitting that they target civilians, which is a war crime.
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Peter Murphy
Peter Murphy@PeterWMurphy1·
Israel: • refuses to define its borders • refuses to allow UN inspectors to inspect its nuclear weapons program • refuses to allow humanitarian aid into Gaza, incl. food, water & medicine. Israel is a rogue, racist, apartheid terrorist state. #IsraeliTerrorism
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Marce〰️ Vann〰️
Oggi Raspini ci spieka dal Corriere che gli oleodotti russi non vanno bene perché la Russia ha violato il diritto internazionali, mentre gli oleodotti che passano per Israele, che viola il diritto internazionale e commette genocidi va benissimo. #RassegneStampaDalRincoglionitico
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Alex Cole
Alex Cole@acnewsitics·
Notice that Trump set a 48-hour deadline that would have ended tonight and now changed it to Tuesday. Why? Because the markets are closed and his family can't buy oil and stocks on the cheap until Monday, and then he will likely TACO again, raising the markets so they can profit.
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matrixbot
matrixbot@thematrixb0t·
Mike Huckabee (U.S. Ambassador to Israel): "There are almost NO Christians in Qatar." Tucker Carlson: "There are actually more Christians living in Qatar than in Israel. Fact."
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Tim Sharp 🍊 🍊 🇺🇸
Exactly how does Israel bombing residential villages in Lebanon prevent Iran from having nuclear weapons? Explain it to me like I am 5.
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Protect Kamala Harris ✊
Protect Kamala Harris ✊@DisavowTrump20·
Retired 4-Star Navy Admiral and former Navy SEAL William McRaven on Donald Trump: "Through your actions, you have embarrassed us in the eyes of our children, humiliated us on the world stage and, worst of all, divided us as a nation." RETWEET if you stand with Admiral McRaven!
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Donald J. Trumpstein fake
Donald J. Trumpstein fake@realtrumpstein·
Trump in 2008: Anyone who invades the Middle East under false pretenses should be impeached. Let’s make sure it goes viral here.
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Abier
Abier@abierkhatib·
JFK called Palestinians, the indigenous people of the land.. Y’all know what happened next!
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