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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…
时政
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twitter.com
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由
Lior⚡
提交
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.
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Possibly the best way to preserve the ancient traditions?
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Possibly the best way to preserve the ancient traditions?
This is a football game played in the Roman colosseum at Pula Croatia. This is the only remaining Roman amphitheatre to have four side towers and with three Roman orders preserved. It was constructed in 27 BC – 68 CE
有趣
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twitter.com)
•
Massimo
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117 years ago #Today, this sequence of characters was specified as the international distress signal
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117 years ago #Today, this sequence of characters was specified as the international distress signal
In International Morse Code, three dots form the letter "S" and three dashes make the letter "O", so "S O S" became a common way to remember the order of the dots and dashes.…
有趣
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twitter.com)
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Massimo
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Those who accuse the revolution of being an extremist revolution, I say to you, you are liars. It was a revolution for all Syrians, and the revolution has triumphed. Now, as the victors, we will rebuild this great country.
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Those who accuse the revolution of being an extremist revolution, I say to you, you are liars. It was a revolution for all Syrians, and the revolution has triumphed. Now, as the victors, we will rebuild this great country.
Everyone will be free—
women, men, and children, all of
时政
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twitter.com)
00:00:21
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A day of intense international work. My meeting with General Kellogg was one that restores hope, and we need strong agreements with the U.S.—agreements that will truly work. I have instructed my team to work quickly and very sensibly.
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A day of intense international work. My meeting with General Kellogg was one that restores hope, and we need strong agreements with the U.S.—agreements that will truly work. I have instructed my team to work quickly and very sensibly.
Economy and security must always go hand in
时政
(
twitter.com)
00:04:09
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BREAKING: Trump on $TRUMP meme coin, says "I don't know much about it other than I launched it. I heard it was very successful, I haven't checked it. Where is it today?"
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BREAKING: Trump on $TRUMP meme coin, says "I don't know much about it other than I launched it. I heard it was very successful, I haven't checked it. Where is it today?"
Reporter: "You made a lot of money sir"
Trump: "How much?"
Reporter: "Several billion dollars, it seems
时政
(
twitter.com)
00:00:23
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Elon Musk: The true test of someone's character is how they behave under fire.
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Elon Musk: The true test of someone's character is how they behave under fire.
“The true test of someone's character is how they behave under fire.
We had one president who couldn't climb a flight of stairs, and another who was fist-pumping after getting shot, blood coming
btc
(
twitter.com)
00:00:40