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README.md

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 Based on [this paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4622514), this is the SocRoBERTa-social language model. A language model that is trained to better classify social texts in the ESG domain.
 
-*Note: We generally recommend choosing the [SocialBERT-soical](https://huggingface.co/ESGBERT/SocialBERT-social) model since it is quicker, less resource-intensive and only marginally worse in performance.*
+*Note: We generally recommend choosing the [SocialBERT-social](https://huggingface.co/ESGBERT/SocialBERT-social) model since it is quicker, less resource-intensive and only marginally worse in performance.*
 
 Using the [SocRoBERTa-base](https://huggingface.co/ESGBERT/SocRoBERTa-base) model as a starting point, the SocRoBERTa-social Language Model is additionally fine-trained on a 2k social dataset to detect social text samples.