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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
)
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.
点击图片查看原图
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June 2025: A woman was stabbed to death in the peaceful Norwegian town of Honefoss by an asylum seeker on a busy shopping street. It happened in broad daylight.
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June 2025: A woman was stabbed to death in the peaceful Norwegian town of Honefoss by an asylum seeker on a busy shopping street. It happened in broad daylight.
Police shot him in the leg as he was threatening other people. The media and police did not release any further
btc
(
twitter.com)
00:00:17
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It is with deep sadness, that I share the news of the recent passing of our friend and fellow warrior, Sergeant U.S. Army (Retired) Boone Cutler.
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It is with deep sadness, that I share the news of the recent passing of our friend and fellow warrior, Sergeant U.S. Army (Retired) Boone Cutler.
Boone was a voice for truth, for patriots, and for the veteran community across the nation. He was truly a brother to all who have
时政
(
twitter.com)
00:03:52
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🚨🇺🇸AG PAM BONDI: CLINTON FLEW MULTIPLE TIMES ON EPSTEIN'S JET
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🚨🇺🇸AG PAM BONDI: CLINTON FLEW MULTIPLE TIMES ON EPSTEIN'S JET
“We know he was on the plane—not only on the plane a couple of times, multiple times; he traveled internationally with Jeffrey Epstein.
He was on the plane called the Lolita Express because it supposedly had a bed
btc
(
twitter.com)
00:01:36
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Elon Musk: As bad as Twitter was, the federal government is much worse. At least, Twitter passed audits.
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Elon Musk: As bad as Twitter was, the federal government is much worse. At least, Twitter passed audits.
“Twitter was at least break-even, and it had to pass an audit. The federal government is literally losing $2 trillion a year, and it fails its own audits.
There's a case
btc
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twitter.com)
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Former Biden White House COVID-19 Response Coordinator, Dr. Ashish Jha, tells Dana Bash, "When I went into the White House, my view was this was almost surely a natural outbreak, maybe a lab leak. Based on information I learned and based on information I've seen, I have come to
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Former Biden White House COVID-19 Response Coordinator, Dr. Ashish Jha, tells Dana Bash, "When I went into the White House, my view was this was almost surely a natural outbreak, maybe a lab leak. Based on information I learned and based on information I've seen, I have come to
时政
(
twitter.com)
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"I thought he would help the kitten..."
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"I thought he would help the kitten..."
In China, a lone kitten surrounded and attacked by three dogs.
Just then, a kind-looking old man came running over.
I thought he was going to rescue the kitten, but instead, he was protecting his own dogs.
And then, he kicked the kitten
时政
(
twitter.com)
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