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@@ -178,5 +178,5 @@ In our paper, we provide several ablation experiments for different use cases us
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  showing significant gains on CPT for various pre-trained models, such as Qwen3-1.7B, LLama-3.2-1B,and 7B, etc.
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  ## Acknowledgments
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- We would like to thank the **HuggingFace data team**, **Benchmarks&Baselines** and **Project Numina** for providing the resources (both compute and time)
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  that enabled us to create this dataset.
 
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  showing significant gains on CPT for various pre-trained models, such as Qwen3-1.7B, LLama-3.2-1B,and 7B, etc.
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  ## Acknowledgments
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+ Thanks to **BenchXiv**, **HuggingFace data team**, and **Project Numina** for providing the resources (both compute and time)
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  that enabled us to create this dataset.