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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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My wife, a Republican, has decided to vote for the Democrats. TLDR: I put her quote at the bottom of this post.
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My wife, a Republican, has decided to vote for the Democrats. TLDR: I put her quote at the bottom of this post.
She has never voted for a Democrat. She voted for Trump twice. She soured on him big time in his first term and was already fed up with him by the 2020 election, but
时政
(
twitter.com)
•
JP
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Elon Musk’s biggest contribution to free speech
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Elon Musk’s biggest contribution to free speech
“Literally within a few days, maybe even the same day of it being announced that he was buying it, I had put out a clip on my channel where I said: Of all things that Elon Musk has ever done or will ever do, none will ever count as
btc
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twitter.com)
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We're starting to leave the territory where you'd test an LLM by e.g. "create an svg of pelican on a bicycle". As one idea to generalize it, I was interested what Opus 5 would do if I gave it the first paragraph of the Lord of the Rings, a 1M token budget (~$10) and asked for
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We're starting to leave the territory where you'd test an LLM by e.g. "create an svg of pelican on a bicycle". As one idea to generalize it, I was interested what Opus 5 would do if I gave it the first paragraph of the Lord of the Rings, a 1M token budget (~$10) and asked for
时政
(
twitter.com)
00:01:32