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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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🚨LEAVITT: "I was made aware that USAID has funded media outlets like Politico. I can confirm that more than $8M that has gone to subsidizing subscriptions will no longer be happening. We are going line by line to the Federal Government's books. If something is not a good use of
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🚨LEAVITT: "I was made aware that USAID has funded media outlets like Politico. I can confirm that more than $8M that has gone to subsidizing subscriptions will no longer be happening. We are going line by line to the Federal Government's books. If something is not a good use of
btc
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twitter.com)
00:00:52
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Dr. Ben Carson wow everyone with an unforgettable 4-minute tribute to Charlie Kirk.
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Dr. Ben Carson wow everyone with an unforgettable 4-minute tribute to Charlie Kirk.
“Get on board of the REVIVAL that is coming.”
Carson’s words carried the weight of true wisdom, and the ending was the most powerful moment of all:
“In closing, I want to read a passage from
时政
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twitter.com)
00:04:33
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Ahead of Veterans Day, I was honored to welcome a flight of veterans and their families as they arrived in DC.
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Ahead of Veterans Day, I was honored to welcome a flight of veterans and their families as they arrived in DC.
To all those who bravely served our country, thank you to you and your family for your extraordinary service. The sacrifices that all of you have made to protect our
时政
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twitter.com)
00:02:35
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There was so much talk about the protests in Iran – but they drowned in blood. The world has not helped enough the Iranian people, it has stood aside.
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There was so much talk about the protests in Iran – but they drowned in blood. The world has not helped enough the Iranian people, it has stood aside.
What will Iran become after this bloodshed? If the regime survives, it sends a clear signal to every bully – kill enough people,
时政
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twitter.com)
00:00:29
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🚨 President Trump THANKS Xi Jinping for the INCREDIBLE welcome ceremony in Beijing
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🚨 President Trump THANKS Xi Jinping for the INCREDIBLE welcome ceremony in Beijing
"That was an honor like few have ever seen before."
"The relationship between China and the USA is going to be better than ever before."
"You and I have known each other now for a long time. In
时政
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twitter.com)
00:02:12
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The International Math Olympiad (IMO) 2026, the hardest math contest for high schoolers, just ended.
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The International Math Olympiad (IMO) 2026, the hardest math contest for high schoolers, just ended.
I ran Fable (high), Sol (xhigh), K3 (max) and Axiom against it and all got a perfect score of 42/42 (repo below if you want to check their solutions):
— Claude Fable 5 was the
时政
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twitter.com)
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Deedy