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README.md

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 As an extension to [this paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4622514), this is the EnvironmentalBERT-action language model. A language model that is trained to better classify action texts in the ESG domain.
 
-Using the [EnvironmentalBERT-base](https://huggingface.co/ESGBERT/EnvironmentalBERT-base) model as a starting point, the EnvironmentalBERT-action Language Model is additionally fine-trained on a 500 environmental dataset to detect action text samples. The underlying dataset is comparatively small, so if you would like to contribute to it, feel free to reach out. For instance, you could find a set of misclassifications and send it to me. :)
+Using the [EnvironmentalBERT-base](https://huggingface.co/ESGBERT/EnvironmentalBERT-base) model as a starting point, the EnvironmentalBERT-action Language Model is additionally fine-trained on a dataset with 500 sentences to detect action text samples. The underlying dataset is comparatively small, so if you would like to contribute to it, feel free to reach out. For instance, you could find a set of misclassifications and send it to me. :)
 
 ## How to Get Started With the Model
 You can use the model with a pipeline for text classification: