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When Do Concepts Become Functionally Sufficient During Language-Model Training?

arXiv cs.CL ↗ · 2026-08-18 Cached

This paper introduces a checkpoint-wise activation-intervention framework to study how concepts become functionally sufficient during language model training, comparing preservation targets across layers and models.

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#concept-analysis

Computational conceptual history of scientific concepts: From early digital methods to LLMs

arXiv cs.CL ↗ · 2026-06-04 Cached

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.

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