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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.
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For the past four years, our brave men and women of ICE were barred from doing their jobs—ICE needs a culture of accountability that it has been starved of under the Biden Administration.
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For the past four years, our brave men and women of ICE were barred from doing their jobs—ICE needs a culture of accountability that it has been starved of under the Biden Administration.
With President Trump’s support, I am appointing new ICE leadership to deliver results that
btc
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twitter.com)
00:00:37
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🚨NEW: Elon Musk speaks with Sean Hannity about the Tesla Dealerships being firebombed and assassination attempts
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🚨NEW: Elon Musk speaks with Sean Hannity about the Tesla Dealerships being firebombed and assassination attempts
ELON MUSK: "It's come as quite a shock to me that there's this level of hatred and violence from the left. I always thought that Democrats were supposed to be the
btc
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twitter.com)
00:01:29
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NEW: President Trump confirms a U.S.-Israel joint attack on Iran.
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NEW: President Trump confirms a U.S.-Israel joint attack on Iran.
"Iran is the world’s number one state sponsor of terror, and just recently killed tens of thousands of its own citizens on the street as they protested. It has always been the policy of the United States, in
时政
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twitter.com)
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Fox News
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State media in parts of East Asia talks about hypersonic missiles reaching 5,000 to 8,000 kilometers, travelling at speeds above Mach 5, even Mach 10. In a certain Persian country, new systems are unveiled with claimed speeds of Mach 13 to 15 and strike ranges around 1,400 to
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State media in parts of East Asia talks about hypersonic missiles reaching 5,000 to 8,000 kilometers, travelling at speeds above Mach 5, even Mach 10. In a certain Persian country, new systems are unveiled with claimed speeds of Mach 13 to 15 and strike ranges around 1,400 to
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twitter.com)
00:00:35
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NEW: Hamas militants were told by commanders to behead Israelis and cut their feet on October 7th, according to an Israeli interrogation video obtained and reviewed by Fox News.
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NEW: Hamas militants were told by commanders to behead Israelis and cut their feet on October 7th, according to an Israeli interrogation video obtained and reviewed by Fox News.
A militant in his 20s also describes how Hamas used Telegram to share videos in real time as they…
时政
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twitter.com)
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Sharing a new piece in Foreign Policy with the fantastic Ma Xiao from PKU, unpacking some of the local govt dynamics behind China's industrial policy, and why they make Beijing's efforts to rein in overcapacity so difficult!
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Sharing a new piece in Foreign Policy with the fantastic Ma Xiao from PKU, unpacking some of the local govt dynamics behind China's industrial policy, and why they make Beijing's efforts to rein in overcapacity so difficult!
(By the way Xiao has done, in my mind, some of the
时政
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twitter.com)
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李其 Lizzi
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