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 317

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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。

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This is a despicable thing to say as a human being, but even worse as President.
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This is one of the coolest videos I’ve ever seen. Please enjoy it while it is still novel. Soon this will become as common and routine as a Falcon booster landing.
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