ResearchBenchmarksMulti-level Label Prediction on Expert-annotated ESG report blocks (test)Multi-level Label Prediction on Expert-annotated ESG report blocks (test)Follow85.62ESGN F1-scoreMLPDH71.600875.240478.8882.5196Nov 20, 2025Evaluation resultsMethodMethodLinksESGN F1-scoreGRI F1-scoreSentiment F1-scoreMacro F1HLAMLPDH2025.1185.6284.2389.1186.3294.78HMCN2025.1182.776.8679.0779.5488.15HAN2025.1181.5174.1178.9378.1882.12BERT-base2025.1180.2172.377.6176.7181.31XGBoost2025.1175.3365.2171.1870.57—SVM+TF-IDF2025.1172.1461.5968.3167.35—