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Master Thesis project: End-to-end NLP pipeline for extracting and validating ESG signals from corporate disclosures of Switzerland’s top companies (SMI, 2021–2023). Uses transformer models (ESGBERT, FinBERT, GPT) with a focus on transparent and replicable scoring methods.