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Six language models changed scores, feedback or answers when prompts included explicit demographic descriptions or prior conversation histories. Removing a demographic field alone may therefore leave contextual signals in an assessment workflow.
Can an AI grader judge the same work differently because of what it knows about the learner? Researchers tested six language models on essay scoring, feedback and English-language questions, keeping the task fixed while varying explicit demographic profiles…
Can an AI grader judge the same work differently because of what it knows about the learner? Researchers tested six language models on essay scoring, feedback and English-language questions, keeping the task fixed while varying explicit demographic profiles…