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@@ -31,6 +31,6 @@ Our goal is to find a unique approach to solve the challenges of software vulner
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  ## Acknowledgements
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  This project builds upon several important contributions to the field.
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- We used [unsloth](https://github.com/unsloth/unsloth) for post-training, benefiting from its efficient CPU and GPU training and inference capabilities.
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  Our Large Language Model is based on [LLAMA 3.1](https://huggingface.co/meta-llama/Llama-3.1-8B), and its vulnerability detection capabilities were enhanced through fine-tuning with the PrimeVul dataset.
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  We are grateful for the availability of these resources.
 
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  ## Acknowledgements
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  This project builds upon several important contributions to the field.
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+ We used [unsloth](https://github.com/unslothai/unsloth) for post-training, benefiting from its efficient CPU and GPU training and inference capabilities.
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  Our Large Language Model is based on [LLAMA 3.1](https://huggingface.co/meta-llama/Llama-3.1-8B), and its vulnerability detection capabilities were enhanced through fine-tuning with the PrimeVul dataset.
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  We are grateful for the availability of these resources.