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rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking (arxiv.org)
39 points by roboboffin on Jan 9, 2025 | hide | past | favorite | 7 comments


> Notably, no self-reflection training data or prompt was included, suggesting that advanced System 2 reasoning can foster intrinsic self-reflection.

They suggest, that self-reflection is an emergent phenomena of reasoning. Impressive. Can't wait to see the code.


Abstract is impressive. I'm surprised this post hasn't gotten more attention.


Yeah, that's what I thought.


Off topic but how is MCTS usually implemented efficiently? It has a branching structure that doesn't seem parallelizable (GPU).


I was just about to submit this link and redirected me to this page. I am shocked that it received only four comments. If you are working in the LLMs/Agent space ( you are, right?) and you don't understand the significance of this paper, you are set for failure.


The repo gives 404?


The abstract says the code will be available.




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