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This paper situates large language models within the broader history of computational approaches to concept analysis in the history, philosophy, and sociology of science (HPSS), reviewing methodological challenges and LLM-based case studies for lexical semantic change detection. It covers corpus construction, operationalization, and evaluation across both pre-LLM and LLM-era workflows.