In this paper, we introduce an expert-annotated dataset for detecting real-world environmental claims made by listed companies. We train and release baseline models for detecting environmental claims using this new dataset. We further preview potential applications of our dataset: We use our fine-tuned model to detect environmental claims made in answer sections of quarterly earning calls between 2012 and 2020 -- and we find that the amount of environmental claims steadily increased since the Paris Agreement in 2015.
翻译:在本文中,我们介绍一套专家附加说明的数据集,用于检测上市公司提出的真实世界环境索赔;我们利用这一新数据集培训和发布用于检测环境索赔的基线模型;我们进一步预览我们数据集的潜在应用:我们利用我们经过微调的模型,检测2012年至2020年季度收入呼叫中答复部分提出的环境索赔 -- -- 我们发现,自2015年《巴黎协定》以来,环境索赔数额稳步增加。