Large language models (LLMs) have achieved remarkable success in various natural language processing tasks. Scientific text summarization is a particularly challenging task due to the technical nature of scientific content. Evaluating LLMs on this unique task requires thoroughly formulated benchmarks and metrics. Several research papers have anal