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-[LogPrecis](https://arxiv.org/abs/2307.08309) is a [Codebert](https://huggingface.co/microsoft/codebert-base) model fine-tuned for **Token Classification**. 
+[LogPrecis](https://arxiv.org/abs/2307.08309) is a model fine-tuned for **Token Classification**. 
 
-The model was previously domain-adapted using a corpus of **>20k Unix sessions**. Later, it was further finetuned on the task of **Token Classification** with **360 labelled examples**.
+The base model is [SecureShellBert](https://huggingface.co/SmartDataPolito/SecureShellBert), a [Codebert](https://huggingface.co/microsoft/codebert-base) previously domain-adapted using a corpus of **>20k Unix sessions**. Later, it was further finetuned on the task of **Token Classification** with **360 labelled examples**.
 
 
 Specifically, LogPrecis is designed for the analysis of **malicious Unix logs**. Given as input a Unix session: