LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptions

arXiv:2411.05025v1 Announce Sort: new
Summary: The rise of huge language fashions (LLMs) has led many researchers to think about their utilization for scientific work. Some have discovered advantages utilizing LLMs to enhance or automate features of their analysis pipeline, whereas others have urged warning as a consequence of dangers and moral considerations. But little work has sought to quantify and characterize how researchers use LLMs and why. We current the primary large-scale survey of 816 verified analysis article authors to grasp how the analysis group leverages and perceives LLMs as analysis instruments. We study contributors’ self-reported LLM utilization, discovering that 81% of researchers have already included LLMs into completely different features of their analysis workflow. We additionally discover that historically deprived teams in academia (non-White, junior, and non-native English talking researchers) report greater LLM utilization and perceived advantages, suggesting potential for improved analysis fairness. Nonetheless, ladies, non-binary, and senior researchers have better moral considerations, probably hindering adoption.

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