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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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Voter: I am a Republican that’s no longer registered. Your inaction during your presidency was a little disturbing to me. What happened during January 6th and the fact that you waited so long to take action while your supporters were attacking the Capitol. Coronavirus, I thought
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Voter: I am a Republican that’s no longer registered. Your inaction during your presidency was a little disturbing to me. What happened during January 6th and the fact that you waited so long to take action while your supporters were attacking the Capitol. Coronavirus, I thought
时政
(
twitter.com)
00:02:56
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SKY NEWS HELPS US CATCH A CONVICTED ISLAMIST: This is Shehraz Sarwar from Birmingham, he was convicted and JAILED for shouting ‘Allahu Akbar’ and ‘boom’ on his journey home from Dubai to Birmingham.
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SKY NEWS HELPS US CATCH A CONVICTED ISLAMIST: This is Shehraz Sarwar from Birmingham, he was convicted and JAILED for shouting ‘Allahu Akbar’ and ‘boom’ on his journey home from Dubai to Birmingham.
In the video attached is Sarwar brandishing a "sword" like weapon in the middle
时政
(
twitter.com)
00:00:11
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“In all of world history, there has never been a civilization that has opened its doors to another civilization that is openly hostile to it.
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“In all of world history, there has never been a civilization that has opened its doors to another civilization that is openly hostile to it.
For centuries, Islam tried to violently conquer Europe. And now Europe is saying it was all a misunderstanding and welcoming them in.”
时政
(
twitter.com)
00:04:34
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