From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text

Ridwan Mahbub, Mohammed Saidul Islam, Mir Tafseer Nayeem, Md. Tahmid Rahman Laskar, Mizanur Rahman, Shafiq Joty, Enamul Hoque. From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 28929-28947, Association for Computational Linguistics, 2025. [doi]

Abstract

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