arabert-finetuned-caner

Named Entity Recognition

• We had to prepair CANERCorpus dataset which is avialable at huggingface. The dataset was not in the BIO format so model couldn't learn anything from it. We used an html version of dataset available on github and extracted a HuggingFace format dataset from it with BIO tags.
• Fine tunning started from a pre-traind model named "bert-base-arabertv02" and after 3 epoch of training model on the above mentioned dataset (80% splitted to training data and 20% to validation data), reached the following results: (evaluation is done by using compute metrics of python evaluate module. note that precision is overall precision, recall is overall recall and so on.)

• Trained model is available at huggingface and you can use it with the following code snippet:

• This model is deployed on a Huggingface space using Gradio. So you can use it online here!