@article{evolutionofmetasllamamodelsandparametere, title = {Evolution of meta's llama models and parameter-efficient fine-tuning of large language models: a survey}, author = {Abdulhady Abas Abdullah and Arkaitz Zubiaga and Seyedali Mirjalili and Amir H. Gandomi and Fatemeh Daneshfar and Mohammadsadra Amini and Alan Salam Mohammed and Hadi Veisi}, year = {2025}, eprint = {2510.12178}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.12178}, }