Evolution of meta's llama models and parameter-efficient fine-tuning of large language models: a survey

Abdulhady Abas Abdullah, Arkaitz Zubiaga, Seyedali Mirjalili +5

This review surveys the rapid evolution of Meta AI's LLaMA (Large Language Model Meta AI) series - from LLaMA 1 through LLaMA 4 and the specialized parameter-efficient fine-tuning…