Forwarded from Chat GPT
General intelligence is all you need for LLMs: General intelligence 2x more predictive of AI abilities than in humans.
Man gives LLMs IQ testing, finds the general intelligence factor, g, measured by this testing to be incredibly powerful in predicting LLM’s abilities.
Whereas in humans this g factor typically accounts for 40% to 50% of the between-individual performance differences on a given cognitive test — in LLMs, general intelligence accounted for 85.4% = twice as strong as in humans!
He then goes on to rank AI benchmarks commonly used for LLMs today, and finds many of them incredibly g-loaded — in other words, doing well on them is heavily dependant on general intelligence.
Finally, he ranks LLMs by general intelligence, and finds a moderate/strong positive relationship between model size and g. (Would probably find an extremely strong correlation if only model size was varied, and nothing else about the training process.)
If you had to choose 1 measure, general intelligence really is all you need.
Paper
g factor
Man gives LLMs IQ testing, finds the general intelligence factor, g, measured by this testing to be incredibly powerful in predicting LLM’s abilities.
Whereas in humans this g factor typically accounts for 40% to 50% of the between-individual performance differences on a given cognitive test — in LLMs, general intelligence accounted for 85.4% = twice as strong as in humans!
He then goes on to rank AI benchmarks commonly used for LLMs today, and finds many of them incredibly g-loaded — in other words, doing well on them is heavily dependant on general intelligence.
Finally, he ranks LLMs by general intelligence, and finds a moderate/strong positive relationship between model size and g. (Would probably find an extremely strong correlation if only model size was varied, and nothing else about the training process.)
If you had to choose 1 measure, general intelligence really is all you need.
Paper
g factor
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Talk about a shift in sentiment:
Quantum computing stocks are up nearly +20% across the board just hours after a rough day on Google's Willow Chip announcement.
The Trump Administration is preparing equity stakes in quantum stocks.
The AI Revolution is heating up.
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Quantum computing stocks are up nearly +20% across the board just hours after a rough day on Google's Willow Chip announcement.
The Trump Administration is preparing equity stakes in quantum stocks.
The AI Revolution is heating up.
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California. Brazen thieves targeted a Tesla driver in the San Fernando Valley who had just picked up money at the bank.
A woman told Eyewitness News her father-in-law picked up about $3,000 at a Bank of America in Tarzana before he left for a pharmacy in Woodland Hills.
His family believes he was followed, based on the footage from the Tesla. The theft happened in less than 30 seconds. No arrests have been made.
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A woman told Eyewitness News her father-in-law picked up about $3,000 at a Bank of America in Tarzana before he left for a pharmacy in Woodland Hills.
His family believes he was followed, based on the footage from the Tesla. The theft happened in less than 30 seconds. No arrests have been made.
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2025-10-22, 23:59 UTC
551 days after halving
Current: $107,667.63
2012 scaled: $3,430,752.33
2016 scaled: $1,289,719.49
2020 scaled: $482,634.23
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551 days after halving
Current: $107,667.63
2012 scaled: $3,430,752.33
2016 scaled: $1,289,719.49
2020 scaled: $482,634.23
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BREAKING: BlackRock has just bought $111.7 million worth of $ETH and $73.6 million worth of Bitcoin
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New Orleans Democrat Mayor LaToya Cantrell spent $30,000 in taxpayer funds on first class flights to France and Switzerland
She is refusing to pay back the money because she says it’s unsafe for black women to fly economy
Reviewing the city’s policy on flights it shows she broke the law but she still refuses to pay the money back
“Employees are required to purchase the lowest airfare airfare available and that employees who choose to upgrade from coach economy or business class flights are solely responsible for the difference in cost.
This is literally against the city's policy. She said she did this because it's unsafe for black women to fly economy.“
The Democrat Mayor who broke the law and stole $30,000 from taxpayers says, “One thing is clear, I do my job and I will continue to do it with distinction, with dignity and integrity every step of the way.”
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She is refusing to pay back the money because she says it’s unsafe for black women to fly economy
Reviewing the city’s policy on flights it shows she broke the law but she still refuses to pay the money back
“Employees are required to purchase the lowest airfare airfare available and that employees who choose to upgrade from coach economy or business class flights are solely responsible for the difference in cost.
This is literally against the city's policy. She said she did this because it's unsafe for black women to fly economy.“
The Democrat Mayor who broke the law and stole $30,000 from taxpayers says, “One thing is clear, I do my job and I will continue to do it with distinction, with dignity and integrity every step of the way.”
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This chart perfectly illustrates what anyone with basic economics understanding knows. As the lefts are not able to create anything they always refer to more taxes and debt. It leads to a downward spiral, making everyone poorer.
Why do so many people vote the left nonsense?
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Why do so many people vote the left nonsense?
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