CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment

Nura Aljaafari, Danilo S. Carvalho, André Freitas. CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment. 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 16239-16259, Association for Computational Linguistics, 2025. [doi]

Abstract

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