@inproceedings{hossain-etal-2025-bigcat, title = "{B}i{GCAT}: A Graph-Based Representation Learning Model with {LLM} Embeddings for Named Entity Recognition", author = "Hossain, Md. Akram and Aziz, Abdul and Azim, Muhammad Anwarul and Chy, Abu Nowshed and Ullah, Md Zia and Islam, Mohammad Khairul", editor = "Angelova, Galia and Kunilovskaya, Maria and Escribe, Marie and Mitkov, Ruslan", booktitle = "Proceedings of the 15th International Conference on Recent Advances in Natural Language Processing - Natural Language Processing in the Generative AI Era", month = sep, year = "2025", address = "Varna, Bulgaria", publisher = "INCOMA Ltd., Shoumen, Bulgaria", url = "https://aclanthology.org/2025.ranlp-1.52/", pages = "433--440" }