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README.md
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@@ -18,6 +18,9 @@ As an extension to [this paper](https://papers.ssrn.com/sol3/papers.cfm?abstract
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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. :)
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## How to Get Started With the Model
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You can use the model with a pipeline for text classification:
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```python
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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. :)
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## How to Get Started With the Model
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It is highly recommended to first classify a sentence to be "environmental" or not before classifying whether it is "action" or not. This intersection allows to build a targeted insight into whether the sentence display an "environmental action".
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You can use the model with a pipeline for text classification:
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```python
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