Task Title

GRI Climate Alignment

Task Description

Multi-class classification model for categorizing climate-related sustainability disclosures into specific GRI climate categories.

Dataset Summary

  • Total samples: 586
  • GRI 2: 231
  • GRI 101: 54
  • GRI 201: 34
  • GRI 302: 60
  • GRI 303: 46
  • GRI 305: 61
  • GRI 306: 100

Model

  • Base model: ClimateBERT (distilroberta-base-climate-f)

Performance

  • Accuracy: 80.5% ± 4.5
  • Macro F1: 75.5% ± 6.5

Results are reported as Mean ± SD across 10-fold cross-validation, where each fold was used once as the test set.

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