ClimateLouie
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README.md
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# Model Card for Model ID
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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## How to Get Started with the Model
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[More Information Needed]
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# Model Card for Model ID
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This is a finetuning of the ESGBERT/EnvRoBERTa-base language model, trained to classify texts on climate adaptation in the ESG/climate domain.
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Using the EnvironmentalBERT-base model as a starting point, the AdaptationBERT Language Model is additionally fine-trained on a 2k adaptation dataset to detect climate adaptation and resilience text samples.
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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## How to Get Started with the Model
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See these tutorials from Tobias Schimanski on Medium for a guide on <a href='https://medium.com/@schimanski.tobi/analyzing-esg-with-ai-and-nlp-tutorial-2-large-scale-analyses-of-environmental-actions-0735cc8dc9c2'>model usage</a>, <a href="https://medium.com/@schimanski.tobi/analyzing-esg-with-ai-and-nlp-tutorial-2-large-scale-analyses-of-environmental-actions-0735cc8dc9c2">large-scale analysis</a>, and <a href="https://medium.com/@schimanski.tobi/analyzing-esg-with-ai-and-nlp-tutorial-3-fine-tune-your-own-models-e3692fc0b3c0">fine-tuning</a>.
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It is highly recommended to first classify a sentence to be "environmental" or not with the EnvironmentalBERT-environmental model before classifying whether it is "forest" or not.
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You can use the model with a pipeline for text classification:
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[More Information Needed]
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