Fine-tuning large language models (LLMs) on domain-specific text corpora has emerged as a crucial step in enhancing their performance on research tasks. This paper investigates various fine-tuning approaches for LLMs https://prestonnkyf752979.pointblog.net/evaluating-fine-tuning-strategies-for-language-models-on-scientific-text-87370534