Why grounded large language models fail without domain-specialized retrieval: an experimental scientometric study in solar physics
Recent applications of large language models (LLMs) in scientometric analysis often assume that the underlying evidence space is neutral and pre-given. We challenge this assumption empirically by demonstrating that retrieval infrastructure constitutes a methodologically consequential component that systematically shape...