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 ## Model description
 
-We pre-trained BERT-base model on 152 million sentences from the StackOverflow's 10 year archive. More details in our ACL 2020 paper: https://www.aclweb.org/anthology/2020.acl-main.443/. We express our heartiest gratidute to [Wuwei Lan](https://lanwuwei.github.io/) for helping us training this model. 
+We pre-trained BERT-base model on 152 million sentences from the StackOverflow's 10 year archive. More details of this model can be found in our ACL 2020 paper: [Code and Named Entity Recognition in StackOverflow](https://www.aclweb.org/anthology/2020.acl-main.443/). We would like to thank [Wuwei Lan](https://lanwuwei.github.io/) for helping us in training this model.