Combat Greenwashing with GoalSpotter: Automatic Sustainability Objective Detection in Heterogeneous

Link: https://dl.acm.org/doi/10.1145/3627673.3680110

Conference: CIKM 2024 Applied Research Papers

Keywords: Greenwashing, Heterogeneous Reports, Text Mining, Transforer

Summary

Build a clustering-based algorithm to extract text elements of heterogeneous sustainability reports (e.g., pdf, html) and group them into informative text blocks. Then build a transforer-based model to detect sustainability objectives in the text blocks.

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Methodology

  1. Discrete textual content processing Solution: clustering

  2. Label

  3. Fine tune Transforer

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