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README.md

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 **CAMeLBERT-MSA GED-13 Model** is a Modern Standard Arabic (MSA) grammatical error detection (GED) model that was built by fine-tuning the [CAMeLBERT-MSA](https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-msa/) model.
 For the fine-tuning, we used a combination of the [QALB-2014](https://aclanthology.org/W14-3605.pdf) and [QALB-2015](https://aclanthology.org/W15-3204.pdf) datasets. Please note that this model was fine-tuned on morphologically preprocessed text.
 Our fine-tuning procedure and the hyperparameters we used can be found in our paper *"[Advancements in Arabic Grammatical Error Detection and Correction:
-An Empirical Investigation]()."* Our fine-tuning code and data can be found [here](https://github.com/CAMeL-Lab/arabic-gec).
+An Empirical Investigation](https://arxiv.org/abs/2305.14734)."* Our fine-tuning code and data can be found [here](https://github.com/CAMeL-Lab/arabic-gec).
 
 ## Intended uses
 You can use the CAMeLBERT-MSA GED-13 model model as part of the transformers pipeline.