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@@ -31,7 +31,7 @@ AstroLLaMA-2-70B-Base_AIC is a specialized base language model for astronomy, de
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  - Cosine decay schedule for learning rate reduction
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  - Training duration: 1 epoch (approximately 2,000 A100 GPU hours)
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  - **Primary Use**: Next token prediction for astronomy-related text generation and analysis
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- - **Reference**: Pan et al. 2024 [Link to be added]
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  ## Generating text from a prompt
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  - Cosine decay schedule for learning rate reduction
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  - Training duration: 1 epoch (approximately 2,000 A100 GPU hours)
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  - **Primary Use**: Next token prediction for astronomy-related text generation and analysis
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+ - **Reference**: [Pan et al. 2024](https://arxiv.org/abs/2409.19750)
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  ## Generating text from a prompt
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