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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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Last night, our long-range sanctions once again reached the Moscow region – for the second time this week, the Moscow oil refinery was hit. Targets were also struck in the Rostov region and in temporarily occupied territories of Ukraine. This is a fully justified response to
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Last night, our long-range sanctions once again reached the Moscow region – for the second time this week, the Moscow oil refinery was hit. Targets were also struck in the Rostov region and in temporarily occupied territories of Ukraine. This is a fully justified response to
时政
(
twitter.com)
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A student therapy flock at Sichuan Fine Arts Institute was stolen in daylight, on camera. Construction workers renovating the campus art museum climbed the fence in hard hats, bagged the hens and lion-head geese the students had named and used in healing classes, and walked them
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A student therapy flock at Sichuan Fine Arts Institute was stolen in daylight, on camera. Construction workers renovating the campus art museum climbed the fence in hard hats, bagged the hens and lion-head geese the students had named and used in healing classes, and walked them
时政
(
twitter.com)
00:00:54
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A Chinese deaf travel content creator named Niu Yuanyi always travels alone.
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A Chinese deaf travel content creator named Niu Yuanyi always travels alone.
And in her latest trip, she was at the Ghana border, and when she arrived at the Ghana border crossing, she started asking about the procedures, but instead of cooperating with her, they began laughing
时政
(
twitter.com)
00:06:19
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Ludwig von Mises sat down in 1920 and published a paper that ended the intellectual case for socialism, even if the socialists took another seven decades to notice.
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Ludwig von Mises sat down in 1920 and published a paper that ended the intellectual case for socialism, even if the socialists took another seven decades to notice.
The argument was precise. Mises showed that without private ownership of the means of production, there are no
时政
(
twitter.com)
•
Handre
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🚨NEW: Elon Musk says he is conscious about the threats on his life and wants to ramp up his security detail
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🚨NEW: Elon Musk says he is conscious about the threats on his life and wants to ramp up his security detail
ELON MUSK: "My security detail should be bigger. I am open to ideas for improving security. I don't actually have a death wish. I've even had people like President Bukele
btc
(
twitter.com)
00:01:29