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Along with future sustainability, factors such as environmental protection, co-prosperity, and ethical management are also gaining attention, resulting in the increased significance of the non-financial performance of companies. Accordingly, many institutions are evaluating the non-financial activities of companies using environmental, social, and governance (ESG) as evaluation indicators. However, the use of the current ESG rating as a reliable indicator has a limitation as the criteria are different for each evaluation institution and the ESG rating for the same company may differ when provided by different evaluation institutions. Accordingly, it is important to directly extract non-financial information generated by various media to provide objective ESG information, but the studies that focus on the need for automatic and direct extraction and classification of ESG information are limited. Therefore, this paper proposes a …