肯德牛
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Woo Hoo! An Open Source Model From Google 💃💃
Finally, we have a very cool open-source model from Google DeepMind! Alpha Geometry solves Olympiad-level geometric problems and is trained fully on synthetic data!!
More proof that we can solve for reasoning in LLMs using synthetic data!
AlphaGeometry is cool because it combines the predictive power of a neural language model with a rule-bound deduction engine, which works in tandem to find solutions.
One of the holy grails in machine learning has always been to combine predictions with some hard constraints/rules.
Their blog post states, "AlphaGeometry is a neuro-symbolic system made up of a neural language model and a symbolic deduction engine, which work together to find proofs for complex geometry theorems. Akin to the idea of “thinking, fast and slow”, one system provides fast, “intuitive” ideas, and the other, more deliberate, rational decision-making.
There is definitely some merit to this approach, and it's very possible that we will need LLMs combined with deduction engines in the future.
Interestingly, previous approaches to encoding rules in ML models basically encoded the rules by creating enough synthetic data that conforms to that specific rule and then relying purely on the predictive model.
TLDR: we can create very powerful reasoning engines with synthetic data and deduction engines. Can't wait to dig in.
Also, THANK YOU GOOGLE! So good to see them going back to "not being evil" and open research. (link to blog post in alt)

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周五的晚上愉快的阅读了 Neil J. A. Sloane 关于 OEIS(整数数列线上大全)前世今生 50 年的回忆文章:“A Handbook of Integer Sequences” Fifty Years Later
他 1964 年在康奈尔念研究生研究神经网络的时候,遇到了一个整数数列,他想知道通项公式以便估计增长速度。
link.springer.com/article/10.100…
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Just a reminder to @elonmusk and others reading this tripe:
The journalists that Musk suspended did not report his real-time location.
Elon Musk@elonmusk
The people have spoken. Accounts who doxxed my location will have their suspension lifted now.
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昨天晚上我在想啊,以后不能见一个 puzzle 就买一个,这经济实力不允许啊。然后就想应该做 3D 打印,然后就发现有人做了,并取得了 puzzle 发明者的许可,允许个人非商业使用。
puzzlehub.org/ppp
更巧的是我今天收到了 YouTube 推送,就是站长在 G4G14 上的演讲: youtube.com/watch?v=w5rics…

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