metadata

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).

Using the climatebert/distilroberta-base-climate-f language model as starting point, the distilroberta-base-climate-tcfd model is fine-tuned on our 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

@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}
}