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 "name": "MathEd-PII",
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 "citation": "@article{zhou2026utility,\n  title={Utility-Preserving De-Identification for Math Tutoring: Investigating Numeric Ambiguity in the MathEd-PII Benchmark Dataset},\n  author={Zhou, Zhuqian and Vanacore, Kirk and Ahtisham, Bakhtawar and Lee, Jinsook and Pietrzak, Doug and Hedley, Daryl and Dias, Jorge and Shaw, Chris and Sch{\\\"a}fer, Ruth and Kizilcec, Ren{\\'e} F},\n  journal={arXiv preprint arXiv:2602.16571},\n  year={2026}\n}",
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