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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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Crazy how we went to the moon and all of a sudden everyone stopped having kids.
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Crazy how we went to the moon and all of a sudden everyone stopped having kids.
It's almost like that singular moment was a huge culture shock - "if we can go to the moon, we can do ANYTHING!!!"
And with the advent of technology, there's so much ANYTHING for us to do that maybe
btc
(
twitter.com)
•
Farzad
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🚨 ELON MUSK: "During our first company, ZIP2, we were able to rent an office for $500 a month and the cheapest apartment we could find was $800 a month so we just stayed in the office. We got some couches that converted into beds. We would shower at the YMCA down the road."
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🚨 ELON MUSK: "During our first company, ZIP2, we were able to rent an office for $500 a month and the cheapest apartment we could find was $800 a month so we just stayed in the office. We got some couches that converted into beds. We would shower at the YMCA down the road."
btc
(
twitter.com)
00:01:14
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On December 3, at the 2025 Table Tennis Mixed Team World Cup held in Chengdu, the Hong Kong, China team lost to the Japan team with a score of 2:8.
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On December 3, at the 2025 Table Tennis Mixed Team World Cup held in Chengdu, the Hong Kong, China team lost to the Japan team with a score of 2:8.
In the men's singles highlight match, Lin Zhaoheng faced Tomokazu Harimoto. When Lin Zhaoheng was leading 6:3 in the first game, a
时政
(
twitter.com)
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