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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⚡
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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In 1977, Jorge Luis Borges, one of the most influential 20th c. Spanish-language writers, told William F. Buckley (whose first language was Spanish) his reasons for feeling, age 78, that English was 'far finer' than his native tongue. Right or wrong, I love his savor for language
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In 1977, Jorge Luis Borges, one of the most influential 20th c. Spanish-language writers, told William F. Buckley (whose first language was Spanish) his reasons for feeling, age 78, that English was 'far finer' than his native tongue. Right or wrong, I love his savor for language
时政
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twitter.com)
00:01:35
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Former Tesla employee: Elon is personally all-in to keep his businesses competitive.
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Former Tesla employee: Elon is personally all-in to keep his businesses competitive.
“In 2008, when Tesla was at its darkest moment, he put in his personal last millions of dollars to fund it. He was even couch-surfing in Menlo Park and paying my business expenses with personal
btc
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twitter.com)
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Managed to film at the Shahran oil depot in Western Tehran that was targeted by airstrikes last night. The oil still seems to be burning. We saw flames coming from some of the destroyed oil storage tanks. Also destroyed tanker trucks outside the gate. Sorry for audio issues, was
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Managed to film at the Shahran oil depot in Western Tehran that was targeted by airstrikes last night. The oil still seems to be burning. We saw flames coming from some of the destroyed oil storage tanks. Also destroyed tanker trucks outside the gate. Sorry for audio issues, was
时政
(
twitter.com)
00:00:47
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On April 23, 2005 (21 years ago today), the very first YouTube video was uploaded.
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On April 23, 2005 (21 years ago today), the very first YouTube video was uploaded.
Google was able to buy YouTube for just $1.65 billion in 2006. As of early 2026, YouTube's estimated brand value is over $183 billion, with annual revenue surpassing $60 billion from ads and
有趣
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twitter.com)
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Shocking news has emerged. The well-known KOL Hui Jian 徽剑, who suddenly vanished in 2024, was long assumed by the public to have been arrested on suspicion of extortion. According to reliable sources, however, he was actually kidnapped from Huizhou 惠州 by five abductors hired
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Shocking news has emerged. The well-known KOL Hui Jian 徽剑, who suddenly vanished in 2024, was long assumed by the public to have been arrested on suspicion of extortion. According to reliable sources, however, he was actually kidnapped from Huizhou 惠州 by five abductors hired
时政
(
twitter.com)
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Huazong