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This systematic review of 204 EduNLP papers reveals that teachers are underrepresented as beneficiaries despite being most affected, real-world deployment is rare, and ethical engagement tends toward acknowledgement rather than action, highlighting a tension between private-sector incentives and foundational educational needs.