Jeremie Tisby

Frobenius

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omkarthawakar/LlamaV-o1

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liked a model 2 days ago

omkarthawakar/LlamaV-o1

Question Answering • Updated 5 days ago • 2.17k • 60

liked 3 models 30 days ago

liked a Space about 1 month ago

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📈

Scaling test-time compute

replied to lewtun's post about 1 month ago

Wow people... This is CRACKED! THANK YOU HF!!!

reacted to lewtun's post with 🔥 about 1 month ago

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6740

We outperform Llama 70B with Llama 3B on hard math by scaling test-time compute 🔥

How? By combining step-wise reward models with tree search algorithms :)

We show that smol models can match or exceed the performance of their much larger siblings when given enough "time to think"

We're open sourcing the full recipe and sharing a detailed blog post.

In our blog post we cover:

📈 Compute-optimal scaling: How we implemented DeepMind's recipe to boost the mathematical capabilities of open models at test-time.

🎄 Diverse Verifier Tree Search (DVTS): An unpublished extension we developed to the verifier-guided tree search technique. This simple yet effective method improves diversity and delivers better performance, particularly at large test-time compute budgets.

🧭 Search and Learn: A lightweight toolkit for implementing search strategies with LLMs and built for speed with vLLM

Here's the links:

- Blog post: HuggingFaceH4/blogpost-scaling-test-time-compute

- Code: https://github.com/huggingface/search-and-learn

Enjoy!