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@@ -8,7 +8,9 @@ The Pandemic PACT Advanced Categorisation Engine (PPACE) is a fine-tuned 8B LLM
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  The model leverages a human-annotated dataset expanded with rationales generated by a larger LLM. These rationales provide explanations for the chosen labels, enhancing the model's interpretability and accuracy.
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  # Usage
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- Todo
 
 
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  # Model Details
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  PPACE is fine-tuned using Low-Rank Adaptation (LoRA) to ensure efficient training while maintaining high performance. The fine-tuning process involves training the model for 4 epochs on a dataset of 5142 projects, using 8 A100 GPUs with a batch size of 1 per GPU and 4 gradient accumulation steps.
 
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  The model leverages a human-annotated dataset expanded with rationales generated by a larger LLM. These rationales provide explanations for the chosen labels, enhancing the model's interpretability and accuracy.
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  # Usage
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+ ```python
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+ ### TODO
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+ ```
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  # Model Details
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  PPACE is fine-tuned using Low-Rank Adaptation (LoRA) to ensure efficient training while maintaining high performance. The fine-tuning process involves training the model for 4 epochs on a dataset of 5142 projects, using 8 A100 GPUs with a batch size of 1 per GPU and 4 gradient accumulation steps.