No. It shows that RL alone can lead to the emergence of reasoning. It’s a profound discovery. It’s now one of the realistic path to AGI. Anyone who had doubts that LLM is just a “stochastic parrot” can now shush. Deepseek R1 , page 17

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No.
It shows that RL alone can lead to the emergence of reasoning.
It’s a profound discovery. It’s now one of the realistic path to AGI. Anyone who had doubts that LLM is just a “stochastic parrot” can now shush.
Deepseek R1
时政
( twitter.com )

1年前由 Eric Xu (e/Mettā) 提交

No.

It shows that RL alone can lead to the emergence of reasoning.

It’s a profound discovery. It’s now one of the realistic path to AGI. Anyone who had doubts that LLM is just a “stochastic parrot” can now shush.

Deepseek R1 的价值在于把用纯强化学习就能实现模型“思考”这条路走通走宽了。如果之前对深度学习的大模型还有“这只是记住语言的统计特征”这种浅表的批评的话，这个工作揭示了使用强化学习也能导致思考。

这是一项有哲学意义的工作：思考（或者说意识）真的是一个涌现现象，不是人类特有的，是模型通过针对一个奖励函数学习就能完成的。这是往 AGI 上重要的一步

之前机器人的强化学习大都只学策略 policy ，所以泛化能力有限。有这个工作，或许下面会有思考加策略的机器人学习系统问世。

1周内 1个月内 1年内全部时间

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On November 12, 1833, there was a meteor shower so intense that it was possible to see up to 100,000 meteors crossing the sky every hour. At the time, many thought it was the end of the world, so much so that it inspired this woodcut by Adolf Vollmy.
有趣
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1年前 • Curiosity 0 评论

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Why is China waging a war on religion?
At hearing, said: "The CCP fears the power of faith because it is a source of values and moral authority it cannot control. That is why it demands that crosses come down and portraits of Xi Jinping go up."
You can
时政
( twitter.com)

2个月前 • China Commission • 下载视频 0 评论

00:02:08

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On November 12, 1833, there was a meteor shower so intense that it was possible to see up to 100,000 meteors crossing the sky every hour. At the time, many thought it was the end of the world, so much so that it inspired this woodcut by Adolf Vollmy.
有趣
( twitter.com)

2年前 • Curiosity 0 评论

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On November 12, 1833, there was a meteor shower so intense that it was possible to see up to 100,000 meteors crossing the sky every hour. At the time, many thought it was the end of the world, so much so that it inspired this woodcut by Adolf Vollmy.
有趣
( twitter.com)

1年前 • Curiosity 0 评论

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On November 12, 1833, there was a meteor shower so intense that it was possible to see up to 100,000 meteors crossing the sky every hour. At the time, many thought it was the end of the world, so much so that it inspired this woodcut by Adolf Vollmy.
有趣
( twitter.com)

2年前 • Amazing Astronomy 0 评论

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⚡️⚡️BREAKING: The White House has announced that there will be no more aid to Ukraine
Trump administration press secretary Caroline Leavitt stated that the U.S. will no longer provide military assistance to Ukraine because their priority is peace negotiations. This decision came
时政
( twitter.com)

11个月前 • NEXTA 0 评论

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🚨 Trump Deputy Chief of Staff Stephen Miller just DEMOLISHED USAID
“There is NO LAW passed by Congress that says we need to funnel money to organizations that traffic children.”
“Bureaucrats at USAID have NO RIGHT to facilitate mass illegal immigration, or facilitate DEI laws.
btc
( twitter.com)

11个月前 • Nick Sortor • 下载视频 0 评论

00:01:20

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No one loves you like your papa ...
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1年前 • Figen • 下载视频 0 评论

00:00:31

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Police bodycam footage shows 37-year-old Christopher Scholtes moments after learning that his 2-year-old daughter had died after being left in a hot car in 109°F heat
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1年前 • non aesthetic things • 下载视频 0 评论

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New in paperback! Popular Dictatorships | Shows that the most widespread and malignant dictatorships today emerge by attracting genuine popular support in societies plagued by crises. |
Save 20% with code PRDS2024
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时政
( cup.org)

1年前 • Cambridge University Press - Politics 0 评论

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Same story, different day: today’s Fox News’ poll shows that I beat Biden in the general election by EIGHT POINTS. Trump is up by two points, which is a statistical tie.
时政
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1年前 • Nikki Haley 0 评论

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Reporter: Can you respond to these Epstein emails that were released today?
Trump: no answer
时政
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2个月前 • Acyn • 下载视频 0 评论

00:00:12

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More cynical but also far more realistic point of view. IT WASN’T BOTCHED. IT WAS INTENTIONALLY AND CRIMINALLY SWEPT UNDER THE RUG!!! There is no innocent mistake here. It was all on purpose.
btc
( twitter.com)

1个月前 • Donald Trump Jr. • 下载视频 0 评论

00:05:11

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We're supposed to believe it's just a "coincidence" no matter how many times it happens!
btc
( twitter.com)

10个月前 • Donald Trump Jr. 0 评论

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No matter what a man's job is, it will always be the same!
Boobseditation! 😄
有趣
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1年前 • Figen 0 评论

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Every baby, no matter what living creature it is, loves to play with its mother.
有趣
( twitter.com)

1年前 • Figen • 下载视频 0 评论

00:02:17

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There is no red in this picture, but your brain creates it 😳
Zoom in.
有趣
( twitter.com)

1年前 • NO CONTEXT HUMANS 0 评论

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Seems like a really big deal but of course no one will talk about it.
btc
( twitter.com)

9天前 • Donald Trump Jr. 0 评论

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I agree that this DeepSeek farse may end sooner than most people would have thought, as the Wall Street certainly misjuedged how GPUs are being used, and how pure RL has already being tested in various US companies
DeepSeek wouldn't stand a chance to shake US's AI strategy,
时政
( twitter.com)

1年前 • 勃勃OC 0 评论

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No Cenk, that’s not how it works.
The next 4 years are going to uncover a massive amount of fraud and corruption, exposed by Elon and DOGE. This is just the start.
Elon and his team are moving so fast that the legacy news cycle cannot even keep up. People are turning against
btc
( twitter.com)

11个月前 • Jason DeBolt ⚡️ 0 评论

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Vietnam buys $10B per year to the U.S.
Who gives a shit if they tariff themselves 10% or 0% on it?
We buy $150B per year from Vietnam.
And we just self taxed ourselves 50% on all of that for no reason at all.
We deserve what is coming for us.
Economically illiterate
时政
( twitter.com)

9个月前 • Spencer Hakimian 0 评论

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Tri-fold concept phone unveiled by TECNO 🤩 Phantom Ultimate 2
It has a 6.48-inch display when folded and opens up to a 10-inch 3K OLED panel that can be arranged in different ways. Prototype measures just 11mm thick when folded. Galaxy Z Fold6 is 12.1mm.
No release date yet.
时政
( twitter.com)

1年前 • Ben Geskin • 下载视频 0 评论

00:00:46

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Arizona just announced that it could take 10-13 days to tabulate all votes…
Taiwan just held their election.
They require photo ID and use paper ballots. They hand-count the votes of each station one by one, in public view. There are no mail ballots.
It’s all done in 6 hours.
时政
( twitter.com)

1年前 • Geiger Capital • 下载视频 0 评论

00:01:25

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Sassy men apocalypse?
More like ghey men apocalypse. And it’s like some of them are proud of it.
Thats NOTHING to be proud of. And I mean no disrespect to the gheys I got love for everybody.
For those that don’t know the sassy men apocalypse it’s a bunch of men proudly…
时政
( twitter.com)

2年前 • Nima Yamini 0 评论

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Ex Trump White House aide Cassidy Hutchinson reveals Trump almost never wore a mask during the pandemic because it would mess with his makeup: “When he looked at the straps of his mask, he saw they were covered in bronzer. He wasn’t happy about that. ‘Why did no one else tell me…
时政
( twitter.com)

2年前 • Mike Sington 0 评论

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