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@@ -98,7 +98,7 @@ While AstroLLaMA-3-8B performs competitively among models in its class, it does
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  This model is released primarily for reproducibility purposes, allowing researchers to track the development process and compare different iterations of AstroLLaMA models.
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- For optimal performance and the most up-to-date capabilities in astronomy-related tasks, we recommend using AstroLLaMA-3.1-8B-Plus, where these limitations have been addressed. The newer model incorporates expanded training data beyond astro-ph and features a greatly expanded fine-tuning process, resulting in significantly improved performance.
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  ## Ethical Considerations
 
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  This model is released primarily for reproducibility purposes, allowing researchers to track the development process and compare different iterations of AstroLLaMA models.
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+ For optimal performance and the most up-to-date capabilities in astronomy-related tasks, we recommend using AstroSage-8B, where these limitations have been addressed. The newer model incorporates expanded training data beyond astro-ph and features a greatly expanded fine-tuning process, resulting in significantly improved performance.
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  ## Ethical Considerations