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@@ -68,10 +68,6 @@ Final metrics after 1B tokens:
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  This model is a base model trained on a mix of educational data. It demonstrates reasonable storytelling and factual knowledge for its size, but may hallucinate and is not yet fine-tuned for instruction following.
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- ```python
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- # Example inference code coming soon
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- ```
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-
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  ## Historical Context
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  This model (151M parameters) reached similar complexity to OpenAI's original GPT-1 (117M) in under 3 hours on a single consumer GPU, showcasing the massive improvement in training efficiency in recent years.
 
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  This model is a base model trained on a mix of educational data. It demonstrates reasonable storytelling and factual knowledge for its size, but may hallucinate and is not yet fine-tuned for instruction following.
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  ## Historical Context
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  This model (151M parameters) reached similar complexity to OpenAI's original GPT-1 (117M) in under 3 hours on a single consumer GPU, showcasing the massive improvement in training efficiency in recent years.