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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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Lior⚡
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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 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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Nine years ago this evening, I left my village in Donbas and boarded a night train.
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Nine years ago this evening, I left my village in Donbas and boarded a night train.
I arrived in Kyiv next morning — with a single backpack and a hundred saved-up dollars in my pocket. That was all. I was alone.
The next day was my first day at work — as a journalist for a
时政
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twitter.com)
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BREAKING: Secret Service denied repeated requests from Trump’s security detail for additional resources, specifically for more sn*pers.
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BREAKING: Secret Service denied repeated requests from Trump’s security detail for additional resources, specifically for more sn*pers.
This was intentional. People should be in prison for this yet they get to keep their jobs as if nothing happened.
According to a new report
时政
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twitter.com)
00:00:36
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The new Grok Imagine was built for rapid iteration - blazing fast and impressively efficient, yet still maintaining an solid quality.....
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The new Grok Imagine was built for rapid iteration - blazing fast and impressively efficient, yet still maintaining an solid quality.....
Big upgrades are coming soon.... The team is working crazy fast.....
You can't imagine what this team can build in a very short time...
In
btc
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twitter.com)
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X Freeze
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After Nepal and “global warming” stopped working, state media found a new culprit: Trump.
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After Nepal and “global warming” stopped working, state media found a new culprit: Trump.
The latest line is that Washington pulled disaster-monitoring money, so there was no timely mudslide warning.
Never mind that Gyirong Port sits in Tibet — which Beijing treats as China
时政
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twitter.com)
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Workers in Hebei dipped cabbage roots in formalin — the same chemical used to pickle corpses — so the vegetables would look fresh after a cheap, unrefrigerated truck ride.
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Workers in Hebei dipped cabbage roots in formalin — the same chemical used to pickle corpses — so the vegetables would look fresh after a cheap, unrefrigerated truck ride.
Local government confirmed it.
This is not new. Same trick was exposed in Shandong in 2012.
Now buyers
时政
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twitter.com)
00:03:27
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