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A Survey on Small Language Models

Chien Van Nguyen, Xuan Shen, Ryan Aponte, Yu Xia 0007, Samyadeep Basu, Zhengmian Hu, Jian Chen 0043, Mihir Parmar, Sasidhar Kunapuli, Joe Barrow, Junda Wu, Ashish Singh, Yu Wang 0160, Jiuxiang Gu, Nesreen K. Ahmed, Nedim Lipka, Ruiyi Zhang 0002, Xiang Chen 0010, Tong Yu 0001, SungChul Kim, Hanieh Deilamsalehy, Namyong Park 0001, Michael Rimer, Zhehao Zhang 0001, Huanrui Yang, Puneet Mathur, Gang Wu 0013, Franck Dernoncourt, Ryan A. Rossi, Thien Huu Nguyen. A Survey on Small Language Models. In Galia Angelova, Maria Kunilovskaya, Marie Escribe, Ruslan Mitkov, editors, Proceedings of the 15th International Conference on Recent Advances in Natural Language Processing - Natural Language Processing in the Generative AI Era, RANLP 2025, Varna, Bulgaria, September 8-10, 2025. pages 807-821, INCOMA Ltd., Shoumen, Bulgaria, 2025. [doi]

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