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<li><strong>Expanding Beyond Verifiable Domains:</strong> While current methods excel in domains like math and code, where solutions are inherently verifiable, extending these techniques to other areas remains a major challenge. How can we adapt these strategies for less structured or subjective tasks? This is a vital question for future exploration.</li>
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<h2 id="15b1384e-bcac-8093-82c6-d9c951dc0bab" class="">Acknowledgements</h2><p id="15c1384e-bcac-80d5-8ad4-d7f6874404c5" class="">We are grateful to Charlie Snell and Aviral Kumar for many discussions about test-time compute scaling and for sharing implementation details from their work. We thank Chun Te Lee for designing the lovely banner and Thomas Wolf, Leandro von Werra, Colin Raffel, and Quentin Gallouédec for many helpful suggestions to improve the blog post. We also thank Hugo Larcher and Mathieu Morlon for continually optimising the Hugging Face Science Cluster to make the GPUs go brrr 🔥!</p>
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<li><strong>Expanding Beyond Verifiable Domains:</strong> While current methods excel in domains like math and code, where solutions are inherently verifiable, extending these techniques to other areas remains a major challenge. How can we adapt these strategies for less structured or subjective tasks? This is a vital question for future exploration.</li>
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We'd love to hear from you on your ideas or feedback in the <a href="https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute/discussions">discussions tab</a>!
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<h2 id="15b1384e-bcac-8093-82c6-d9c951dc0bab" class="">Acknowledgements</h2><p id="15c1384e-bcac-80d5-8ad4-d7f6874404c5" class="">We are grateful to Charlie Snell and Aviral Kumar for many discussions about test-time compute scaling and for sharing implementation details from their work. We thank Chun Te Lee for designing the lovely banner and Thomas Wolf, Leandro von Werra, Colin Raffel, and Quentin Gallouédec for many helpful suggestions to improve the blog post. We also thank Hugo Larcher and Mathieu Morlon for continually optimising the Hugging Face Science Cluster to make the GPUs go brrr 🔥!</p>
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