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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.
点击图片查看原图
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🔥HOLY SMOKES: Tulsi just took apart The Russia Hoax, the Dirty 51 laptop letter, Clapper, Brennan, weaponized FBI in her opening statement — and then it got personal:
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🔥HOLY SMOKES: Tulsi just took apart The Russia Hoax, the Dirty 51 laptop letter, Clapper, Brennan, weaponized FBI in her opening statement — and then it got personal:
"Just 24 hours after I criticized Kamala Harris and her nomination, I was placed on a secret domestic terror
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twitter.com)
00:01:32
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Next time you are thinking of giving up remember this photo.
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Next time you are thinking of giving up remember this photo.
2006 - Elon Musk staring at debris from Falcon 1, which was the first of three failed rocket launches from SpaceX’s early days.
2024 - Successful Iconic mid-air catch of a massive Starship rocket booster by SpaceX.
btc
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twitter.com)
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I received a report from our delegation on their meeting with the American team in Saudi Arabia. The discussion lasted most of the day and was good and constructive—our teams were able to discuss many important details.
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I received a report from our delegation on their meeting with the American team in Saudi Arabia. The discussion lasted most of the day and was good and constructive—our teams were able to discuss many important details.
Our position remains absolutely clear: Ukraine has been
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twitter.com)
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Even Elon Musk's Employee is a GOAT. 🐐
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Even Elon Musk's Employee is a GOAT. 🐐
This engineer chose to work at SpaceX over established companies like Boeing and Lockheed, because he saw Elon Musk’s potential, and he was right!
Today, SpaceX is the most innovative company in the world, built the largest flying object
btc
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twitter.com)
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A Guatemalan immigrant with no Massachusetts criminal record was arrested Monday on Tallman Street after federal agents shattered the glass on his vehicle as he and his wife waited inside the car for their lawyer to arrive.
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A Guatemalan immigrant with no Massachusetts criminal record was arrested Monday on Tallman Street after federal agents shattered the glass on his vehicle as he and his wife waited inside the car for their lawyer to arrive.
This is the kind of scene you’d expect in Russia.
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twitter.com)
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Pokrovsk direction. A ruSSian assault group of 9 soldiers was destroyed — captured on aerial reconnaissance footage by the 225th Separate Assault Regiment.
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Pokrovsk direction. A ruSSian assault group of 9 soldiers was destroyed — captured on aerial reconnaissance footage by the 225th Separate Assault Regiment.
This is just 1 path. Bodies lie every 10–15m, and many of the eliminated are hidden among the trees in the forest strip.
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twitter.com)
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