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Thinking Like a Scientist? A Structural Study of LLM-Generated Research Methods

arXiv cs.CL · 2026-06-26 Cached

This study examines how LLMs suggest research methods (datasets, models, metrics) when prompted only with a research question, finding that LLMs exhibit a strong provider bias and propose a much narrower range of methods compared to actual papers, potentially narrowing researchers' methodological search space.

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