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A new method was able to delete 40% of LLM layers with no drop in accuracy.
This makes them mich cheaper and faster.
The method combines pruning, quantization and PEFT.
They tested this across various open source models.
Each family of models had a maximum amount of layers…
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由
Lior⚡
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A new method was able to delete 40% of LLM layers with no drop in accuracy.
This makes them mich cheaper and faster.
The method combines pruning, quantization and PEFT.
They tested this across various open source models.
Each family of models had a maximum amount of layers that could be deleted before accuracy dropped:
- Mistral - 30%
- Lama 70B - 40%
- Llama 13B - 50%
Great paper.
点击图片查看原图
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At some point, I started feeling that the Bonk Guy is CZ, Tom is He Yi, and BonkFun is Four.
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At some point, I started feeling that the Bonk Guy is CZ, Tom is He Yi, and BonkFun is Four.
People keep shilling them new tickers, hoping for an interaction followed by a god candle.
People keep launching coins off their words, names, and profiles, and all the leading memes
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冷静冷静再冷静
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1,000 miles in with the new Tesla Model Y!
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1,000 miles in with the new Tesla Model Y!
It’s the greatest value vehicle on the planet. The suspension is buttery smooth, tons of storage, so efficient, FSD is incredible and the sound system ROCKS.
It’s amazing and it’s one of the best selling cars in the world for a reason.
btc
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Zack
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NEW: The Wall Street Journal says Trump & Musk have achieved more in 3.5 weeks than Ronald Reagan did in 8 years when it comes to gov shrinkage.
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NEW: The Wall Street Journal says Trump & Musk have achieved more in 3.5 weeks than Ronald Reagan did in 8 years when it comes to gov shrinkage.
In a piece titled 'Democrats Ought to Love DOGE,' the WSJ says Musk is accomplishing something nobody has ever pulled off.
"Elon
btc
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twitter.com)
00:02:43
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Some thoughts:
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Some thoughts:
- $10M today is the new $100M
- You need to lower your target price and secure your profit as soon as possible to adapt to the market.
- You might sell some coins too early, but you're more likely to hold them to zero. Everything is a matter of probability.
btc
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twitter.com)
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冷静冷静再冷静
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NEW: David Sacks says Trump didn’t just campaign on fixing the border—he’s already done it.
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NEW: David Sacks says Trump didn’t just campaign on fixing the border—he’s already done it.
“I think you have to give the administration an A-plus on this,”
In just 100 days, the border crisis that plagued the country for years has been stopped cold—and according to Sacks, it’s
btc
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00:01:17
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ELON DROPS GROK 4'S EVE VOICE MODE WITH STUNNING BRITISH ACCENT
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ELON DROPS GROK 4'S EVE VOICE MODE WITH STUNNING BRITISH ACCENT
Elon is hyping Grok 4's killer new voice mode, EVE, with a gorgeous British lilt that's got everyone swooning!
He calls it "so beautiful," and users are raving it's the best yet, with snappier responses with half
btc
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twitter.com)
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At 24:00 on March 23, the Chinese domestic retail price limits for finished oil products will usher in a new round of adjustment.
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At 24:00 on March 23, the Chinese domestic retail price limits for finished oil products will usher in a new round of adjustment.
According to calculations, the price per liter of No. 92 gasoline, No. 95 gasoline, and No. 0 diesel will rise by 1.73 yuan, 1.83 yuan, and 1.87
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twitter.com)
00:01:21
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Always interesting to see what will be censored here in China
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Always interesting to see what will be censored here in China
A good shorthand is to check the runtime
Watching the new WWII doc with Tom Hanks and it’s 42 minutes every episode, then 41, then 37, and you can guess exactly when they start talking about the Pacific and China
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twitter.com)
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Thank you, António, Ursula, and all the leaders who support Ukraine and are ready to work with us to make both Ukraine and the EU stronger.
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Thank you, António, Ursula, and all the leaders who support Ukraine and are ready to work with us to make both Ukraine and the EU stronger.
After the changes in Hungary, there is clearly a new opportunity to strengthen relations both within the EU and between the EU and Ukraine.
时政
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twitter.com)
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