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fix: image and video links
Signed-off-by: Kai Xu <me@xuk.ai>
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_posts/2025-02-06-r1-like-reasoning.md

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@@ -55,8 +55,11 @@ Continue steps 2-4 until all the particles have generated completed answers!
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Pick your “final answer” by choosing whichever particle has the highest RM score.
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For a super easy-to-understand, intuitive explanation of our method, see this video!
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<!-- [![Watch the video](https://i.sstatic.net/Vp2cE.png)](https://youtu.be/vt5fpE0bzSY) -->
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\<process\_video\>[https://github.com/probabilistic-inference-scaling/probabilistic-inference-scaling.github.io/blob/main/assets/videos/process\_video.mp4](https://github.com/probabilistic-inference-scaling/probabilistic-inference-scaling.github.io/blob/main/assets/videos/process_video.mp4)\</process\_video\>
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<video width="100%" controls>
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<source src="https://github.com/probabilistic-inference-scaling/probabilistic-inference-scaling.github.io/blob/main/assets/videos/process_video.mp4" type="video/mp4">
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Your browser does not support the video tag.
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</video>
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So what are our results?
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- Can scale Qwen2.5 Math 1.5B Instruct to GPT-4o accuracy with only 4 rollouts!
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- Can scale Qwen2.5 Math 7B Instruct achieves o1 level accuracy with only 32 rollouts!
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- Can scale Llama 1B model to almost reach Llama 70B and can scale Llama 8B model to reach GPT-4o!
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- ![][image1]
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- ![][image2]
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- ![][image3]![][image4]
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- ![][/assets/img/posts/2025-02-06-r1-like-reasoning/table.png]
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- ![][/assets/img/posts/2025-02-06-r1-like-reasoning/llama-1b.png]
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- ![][/assets/img/posts/2025-02-06-r1-like-reasoning/llama-8b.png]
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- ![][/assets/img/posts/2025-02-06-r1-like-reasoning/qwen-7b.png]
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### Why is this so cool?

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