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This paper uses large-scale semantic analysis of over 14,000 publications to map definitions of learner agency and autonomy, revealing three dimensions and a systematic underrepresentation of the sociocultural dimension in existing scales. It argues that current generative AI research in education overly focuses on learning regulation, narrowing the behavioral repertoire for AI-mediated learning environments.