In recent years, the rapid advancement of Large Language Models (LLMs) has transformed
the landscape of scientific research, offering unprecedented support across various stages …

While Large Language Models (LLMs) have demonstrated remarkable capabilities in
scientific tasks, existing evaluation frameworks primarily assess their performance using rich …