computational-social-science

This paper critiques the 'Proxy Presumption' in NLP, where geometric embedding properties are incorrectly equated with social constructs. It introduces the Construct Validity Protocol and Counterfactual Neutralization methods to ensure rigorous validation of social measures derived from semantic embeddings.