The paper introduces the Construct Validity Protocol to validate semantic embeddings for social constructs and proposes Counterfactual Neutralization using LLMs to reduce confounding.
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EduCoder supplies a collaborative annotation platform specialized for education transcripts that supports complex codebook definition, mixed annotation types, contextual materials, and inter-annotator comparison.
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The Proxy Presumption: From Semantic Embeddings to Valid Social Measures
The paper introduces the Construct Validity Protocol to validate semantic embeddings for social constructs and proposes Counterfactual Neutralization using LLMs to reduce confounding.
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EduCoder: An Open-Source Annotation System for Education Transcript Data
EduCoder supplies a collaborative annotation platform specialized for education transcripts that supports complex codebook definition, mixed annotation types, contextual materials, and inter-annotator comparison.