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 46

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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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It was an honour to welcome to Downing Street and reiterate my unwavering support for Ukraine.
I am determined to find a path that ends Russia's illegal war and ensures a just and lasting peace that secures Ukraine’s future sovereignty and security.
Slava Ukraini.
时政
( twitter.com)

11个月前 • Keir Starmer 0 评论

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The US was "an aspiration for most of the world. And we're eroding that brand right now," Citadel CEO Ken Griffin tells
The president, Treasury secretary, and Commerce secretary "need to be very thoughtful ... because when you tarnish that brand, it can be a lifetime
时政
( twitter.com)

9个月前 • Semafor • 下载视频 0 评论

00:02:14

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Dear
You're saying that duplicate content won't be supported by the algorithm.
But accounts that embed videos or repost with quotes receive more engagement and views, from the first account who posted it!
The injustice you've been doing to large accounts for the past year
有趣
( twitter.com)

3个月前 • The Figen 0 评论

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Before: ‘Whether made in Germany or Japan, I’ll show you what’s made in China.’
After: Exhibit A of the paper tiger economy — fast to build, faster to break.
The tragedy isn’t that it broke.
It’s that we keep pretending speed is the same as strength.
时政
( twitter.com)

3个月前 • The Great Translation Movement 大翻译运动 0 评论

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A popular pub in Thailand has reportedly decided to ban groups of Chinese men, citing that local women “felt uncomfortable.”
It is unfortunate that the natural confidence and enthusiasm of Chinese men are still so easily misunderstood abroad.
When they travel, they do more than
时政
( twitter.com)

3个月前 • The Great Translation Movement 大翻译运动 • 下载视频 0 评论

00:01:00

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The Chanukah party at Bondi Beach was a family event.
Organized by Chabad of Bondi, it welcomed all ages and was held near the children’s playground.
Thousands attended, with their children, friends, or grandparents.
But that didn’t stop the terrorists. They didn’t care that
时政
( twitter.com)

1个月前 • Hen Mazzig 0 评论

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That wasn’t hesitation. It was a moment of visible disbelief.
The spokesperson gives a brief pause and a knowing look.
Context: A reporter claims China can destroy U.S. weapons before they reach Taiwan.
That expression comes before the official response.
Sometimes the pause is
时政
( twitter.com)

1个月前 • The Great Translation Movement 大翻译运动 • 下载视频 0 评论

00:00:51

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I truly see no point. As someone who constantly switches between Ecosystems and from a Light, Average and a Heavy User on multiple occasions.
Apple does it best when it comes to Wallet. It’s streamlined between All Devices and Services.
The only reason it’s such an issue is…
时政
( twitter.com)

2年前 • Fadhel 0 评论

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1. Politicians make bill so long no one can read it
2. Politicians vote for bill and don’t read it
3. Politicians promise outcomes from bill they haven’t read
4. Bill does not produce outcomes
5. Politicians run for re-election promising to make more bills they won’t read
btc
( twitter.com)

7个月前 • Kaizen D. Asiedu 0 评论

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Israel is at war.

We didn’t want this war.

It was forced upon us in the most brutal and savage way.
But though Israel didn’t start this war, Israel will finish it.

Once, the Jewish people were stateless.
Once, the Jewish people were defenseless.
No longer.

Hamas will…
时政
( twitter.com)

2年前 • Benjamin Netanyahu - בנימין נתניהו • 下载视频 0 评论

00:01:42

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Next came the moment no one expected—but everyone would be talking about.
Elon Musk stepped in and everything went quiet.
“I think this could be the greatest administration since the founding of the country.”
It wasn’t a soundbite. It was a moment.
At the 100-day milestone,
btc
( twitter.com)

9个月前 • The Vigilant Fox 🦊 • 下载视频 0 评论

00:00:57

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Benioff used Grok to create a viral image with Sam
He said ChatGPT instantly refused, saying ‘No.’ Grok, on the other hand, did it right away
SuperGrok is hands-down the best value subscription
Grok doesn’t mess around when it comes to getting things done
Everything on Grok
btc
( twitter.com)

3个月前 • X Freeze • 下载视频 0 评论

00:00:31

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Morgan Stanley's Adam Jonas in new $TSLA note: "I'm callin' it. Autonomous cars are solved. Do I mean six or seven 9's to the right of the decimal? No. Perfection? Never. But enough to pull the safety driver at scale in major metros."
"From our discussions with it
btc
( twitter.com)

3个月前 • Sawyer Merritt 0 评论

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This right here:
IS THE SINGLE GREATEST CRIME EVER PERPETRATED AGAINST THE AMERICAN PEOPLE:
Border Czar Tom Homan: “No one ever talks about it. I’ll talk about it.”
“Why did they release people into the interior United States rather than put them into an ICE bed? Why not put
btc
( twitter.com)

3个月前 • 🇺🇸RealRobert🇺🇸 • 下载视频 0 评论

00:01:03

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Because cooling scales as a square with body surface area, but heat generation scales as a cube with body mass, there is an upper limit to the size of a whale before it gets so hot that it overheats even in near-freezing water!
btc
( twitter.com)

8个月前 • gorklon rust 0 评论

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MAYE MUSK: 𝕏 is changing the world.
"It's just nice that you can be able to voice what you want and maybe some people like it, maybe some people don't but they can say they don't like it. I think it's changing the world."
btc
( twitter.com)

7个月前 • DogeDesigner • 下载视频 0 评论

00:00:39

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Interesting: "Maduro creates a military division for the area disputed with Guyana and grants licenses for oil exploration in the Essequibo region."
Some analysts are looking at this and point out that thus far it is all posturing, much of it likely for internal consumption,…
时政
( twitter.com)

2年前 • Patrick Fox 0 评论

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This video is controversial so that and it’s physics will be explored 🧵
As I see it the potential energy of the nails convert to kinetic energy so it transfers energy all through the box the entropy of the system is increased 1/🧵
时政
( twitter.com)

2年前 • Science girl • 下载视频 0 评论

00:00:28

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Maren Morris announces she’s leaving country music because the Trump MAGA crowd has ruined it:

“After the Trump years, people’s biases were on full display. It just revealed who people really were and that they were proud to be misogynistic and racist and homophobic and…
时政
( twitter.com)

2年前 • Mike Sington 0 评论

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Two days ago he issued a meme coin called "LI" on chain and pushed it to his millions of followers. As explained by fintech expert, it is simply another pump and dump scheme that packed itself as "fundraising" in the name of social causes.
时政
( X.com)

1年前 • Paul Huang 0 评论

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I just read the Grokipedia entry of yours truly. It is exponentially fuller and better than the one of Wikipedia. The only problem is that Grokipedia does not mention my ridiculous good looks nor does it reference my otherworldly silky soccer skills. Otherwise, excellent job
btc
( twitter.com)

2个月前 • Gad Saad 0 评论

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Gavin Newsom tried "free" healthcare for illegal immigrants. Here's how it turned out.
2022. Newsom announces California will be offering free healthcare for undocumented immigrants. He claims it's the moral thing to do and that it will cost about $2.2 billion a year.
2025.
btc
( twitter.com)

3个月前 • MAZE • 下载视频 0 评论

00:01:54

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Democrats' coordinated video message to our national security apparatus is seditious and dangerous.
"The sanctity of our military rests on the chain of command, and if that chain of command is broken, it can lead to people getting killed, it can lead to chaos." -
时政
( twitter.com)

2个月前 • The White House • 下载视频 0 评论

00:01:16

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He saw an orange cat steal his pillow and decided to follow it. He discovered that it lived on the street and was a mother.
Then he rescued and adopted the whole family. ❤️❤️
I wish him a heavenly life on earth. 🙏
有趣
( twitter.com)

1个月前 • The Figen • 下载视频 0 评论

00:01:00

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There's just one problem. It also has the most subversively horrifying subtext by a Western world leader who is not Trump that I've read in a very long time. Carney's (or his speechwriter's) choice of Havel’s “lie” metaphor is rhetorically dangerous: it blurs the difference
时政
( twitter.com)

5天前 • Michael Kovrig 0 评论

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