Abstract: Highlights•A data-driven framework to detect qualitative information in banks’ annual reporting.•Natural language processing is applied to non-financial reporting and sustainability.•Framework developed with an interdisciplinary approach and relevant domain knowledge.•Framework includes annotated data and learning model as standalone components.
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