Which Answer Did the Seventeen-Year-Old Write? A Behavioral Case Study of Author-Age Misattribution, Miscalibrated Confidence, and Non-Corrective Self-Explanation in Six Frontier Language Models

arXiv:2610.31946 · cs.CL · Submitted 2026-10-22 · Read on arXiv

cs.CL

Submitted: 2026-10-22

Updated: 2026-10-22

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