| license: apache-2.0 | |
| datasets: | |
| - climatebert/tcfd_recommendations | |
| language: | |
| - en | |
| metrics: | |
| - accuracy | |
| tags: | |
| - climate | |
| # Model Card for distilroberta-base-climate-tcfd | |
| ## Model Description | |
| This is the fine-tuned ClimateBERT language model with a classification head for classifying climate-related paragraphs into the four TCFD recommendation categories ([fsb-tcfd.org](https://www.fsb-tcfd.org)). | |
| Using the [climatebert/distilroberta-base-climate-f](https://huggingface.co/climatebert/distilroberta-base-climate-f) language model as starting point, the distilroberta-base-climate-tcfd model is fine-tuned on our [climatebert/tcfd_recommendations](https://huggingface.co/climatebert/tcfd_recommendations) dataset using only the four recommendation categories (i.e., we remove the non-climate-related class from the dataset). | |
| *Note: This model is trained on paragraphs. It may not perform well on sentences.* | |
| ## Citation Information | |
| ```bibtex | |
| @techreport{bingler2023cheaptalk, | |
| title={How Cheap Talk in Climate Disclosures Relates to Climate Initiatives, Corporate Emissions, and Reputation Risk}, | |
| author={Bingler, Julia and Kraus, Mathias and Leippold, Markus and Webersinke, Nicolas}, | |
| type={Working paper}, | |
| institution={Available at SSRN 3998435}, | |
| year={2023} | |
| } | |
| ``` |