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从 Chain of Thought 到 aha moment和wait，看大模型的 test time scaling和深度思考
大模型们在过去的一年，都有了自己的deep search, think, reasoning, 深度思考...等关键词或者产品。
时政
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twitter.com
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由
马东锡 NLP 🇸🇪
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从 Chain of Thought 到 aha moment和wait，看大模型的 test time scaling和深度思考
大模型们在过去的一年，都有了自己的deep search, think, reasoning, 深度思考...等关键词或者产品。
作为NLP从业者，我都会禁不住问自己，这都是些啥...😅今天就来解读这个问题，这些产品的所有本质，来自一个学术词汇，即test time scaling。
回归的第一篇，从test time scaling的角度，缕一遍从OpenAI o1 到DeepSeek R1, 从chain of thought，到所谓的aha moment。
最后，以一篇论文结束，谈谈如何微调来获得私域深度思考模型。
点击图片查看原图
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In Russia, May 9th is coming, a holiday of the most disgusting death cult. Russia does not celebrate the WWII end, as many believe, but suffering and death, as their slogan says "we can (gladly) repeat it" (можем повторить). On this day, they dream of death for their children. /1
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In Russia, May 9th is coming, a holiday of the most disgusting death cult. Russia does not celebrate the WWII end, as many believe, but suffering and death, as their slogan says "we can (gladly) repeat it" (можем повторить). On this day, they dream of death for their children. /1
时政
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twitter.com)
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As an Iranian woman who spent the first 23 years of her life under the Islamic Republic, I have neither the energy nor the patience to politely describe the way people, especially women, are treated in Iran.
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As an Iranian woman who spent the first 23 years of her life under the Islamic Republic, I have neither the energy nor the patience to politely describe the way people, especially women, are treated in Iran.
I don’t have the capacity to lay out decades of evidence detailing over
时政
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twitter.com)
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🚨🇺🇸BRENDAN CARR: WE ARE COMING OUT OF A PERIOD OF WEAPONIZATION AT THE FCC
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🚨🇺🇸BRENDAN CARR: WE ARE COMING OUT OF A PERIOD OF WEAPONIZATION AT THE FCC
“Your last name dictated the FCC’s treatment.
When Elon Musk got an award for $800 million to bring high-speed internet to rural America, the FCC, in my view, for political reasons, revoked that award.
btc
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twitter.com)
00:00:59
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ELON: CITIZEN JOURNALISTS OFTEN KNOW MORE THAN LEGACY JOURNALISTS
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ELON: CITIZEN JOURNALISTS OFTEN KNOW MORE THAN LEGACY JOURNALISTS
“I think the media is a driver of misinformation much more than the media would like to admit that they are.
In a lot of cases, it is the average citizen that knows more than the journalist.
Very often, when I
btc
(
twitter.com)
00:01:09