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  Based on [this paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4622514), this is the SocRoBERTa-base language model. A language model that is trained to better understand social texts in the ESG domain.
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- *Note: We generally recommend choosing the [SocDistilRoBERTa-base](https://huggingface.co/ESGBERT/SocDistilRoBERTa-base) model since it is quicker, less resource-intensive and only marginally worse in performance.*
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  Using the [RoBERTa](https://huggingface.co/roberta-base) model as a starting point, the SocRoBERTa-base Language Model is additionally pre-trained on a text corpus comprising social-related annual reports, sustainability reports, and corporate and general news.
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  Based on [this paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4622514), this is the SocRoBERTa-base language model. A language model that is trained to better understand social texts in the ESG domain.
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+ *Note: We generally recommend choosing the [SocialBERT-base](https://huggingface.co/ESGBERT/SocialBERT-base) model since it is quicker, less resource-intensive and only marginally worse in performance.*
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  Using the [RoBERTa](https://huggingface.co/roberta-base) model as a starting point, the SocRoBERTa-base Language Model is additionally pre-trained on a text corpus comprising social-related annual reports, sustainability reports, and corporate and general news.
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