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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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PRESIDENT TRUMP: "Chicago recently had one deal where they had 11 murders in one weekend. They said, 'Well, yeah, but it was a holiday weekend.'
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PRESIDENT TRUMP: "Chicago recently had one deal where they had 11 murders in one weekend. They said, 'Well, yeah, but it was a holiday weekend.'
They actually told me that was the reason. Like it was OK because it was a holiday. It was Labor Day! These people are the worst."
btc
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twitter.com)
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A netizen said: "This old guy wanted to talk to China from a position of strength and status when he was in office. But after leaving office, he suddenly became clear-headed."
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A netizen said: "This old guy wanted to talk to China from a position of strength and status when he was in office. But after leaving office, he suddenly became clear-headed."
A netizen replied: "When he was in power, his mind wasn't really his own. It was more like a recorder
时政
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twitter.com)
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After Trump, there will never be another grassroots leader in the United States daring to challenge the interests of the establishment: A brief analysis of the impact of New York State's prosecution and punishment of Trump. After Trump was fined $350 million, there will never be…
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After Trump, there will never be another grassroots leader in the United States daring to challenge the interests of the establishment: A brief analysis of the impact of New York State's prosecution and punishment of Trump. After Trump was fined $350 million, there will never be…
时政
(
twitter.com)
•
昆侖