Task Title

GRI Topics Alignment

Task Description

Multi-class classification model for categorizing sustainability disclosures into major GRI topic categories.

Dataset Summary

  • Total samples: 973
  • General: 231
  • Economic: 122
  • Environmental: 378
  • Social: 242

Model

  • Base model: bert-base-cased

Performance

  • Accuracy: 77.9% ± 5.5
  • Macro F1: 73.6% ± 5.9

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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