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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
(
twitter.com
)
由
马东锡 NLP 🇸🇪
提交
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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🇺🇸 REP. TIMMONS: TRUMP & ELON ARE BRINGING TRANSPARENCY TO EVERY NOOK & CRANNY OF GOVERNMENT
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🇺🇸 REP. TIMMONS: TRUMP & ELON ARE BRINGING TRANSPARENCY TO EVERY NOOK & CRANNY OF GOVERNMENT
"President Trump, through Elon Musk, is bringing transparency to every corner of government.
Musk has been asked to serve, ensuring accountability not just at USAID, but across the
btc
(
twitter.com)
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🚨 BREAKING: French President Macron addressed all Europeans to prepare for war with Russia.
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🚨 BREAKING: French President Macron addressed all Europeans to prepare for war with Russia.
This was broadcast live across the continent.
Europe will not accept capitulation of Ukraine to Russia under the guise of "peace negotiations."
Americans must decide whose side we are on.
时政
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twitter.com)
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Democrats are fighting so hard against DOGE because Elon Musk’s DOGE audits are making the American People furious
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Democrats are fighting so hard against DOGE because Elon Musk’s DOGE audits are making the American People furious
“Like is there any part of our government, any branch of our government that has not been defrauding the American people because we're just barely getting started
btc
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twitter.com)
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Joe Rogan explains the importance of hearing Elon Musk directly talk about USAID cuts instead of hearing it from the media
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Joe Rogan explains the importance of hearing Elon Musk directly talk about USAID cuts instead of hearing it from the media
Every single thing being cut is FULLY transparent and available to view:
Joe Rogan “It’s fascinating because it's like the vampires all out themselves.
btc
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twitter.com)
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Today, the first 238 members of the Venezuelan criminal organization, Tren de Aragua, arrived in our country. They were immediately transferred to CECOT, the Terrorism Confinement Center, for a period of one year (renewable).
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Today, the first 238 members of the Venezuelan criminal organization, Tren de Aragua, arrived in our country. They were immediately transferred to CECOT, the Terrorism Confinement Center, for a period of one year (renewable).
The United States will pay a very low fee for them,
btc
(
twitter.com)
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