Your task is to identify ALL PII in the provided message content that comes from math tutoring sessions

APPENDIX 5: THE MATH-A W ARE PROMPT USED FOR PII DETECTION You are a specialist in PII (Personally Identifiable Information) detection

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Utility-Preserving De-Identification for Math Tutoring: Investigating Numeric Ambiguity in the MathEd-PII Benchmark Dataset

cs.CL · 2026-02-18

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Utility-Preserving De-Identification for Math Tutoring: Investigating Numeric Ambiguity in the MathEd-PII Benchmark Dataset cs.CL · 2026-02-18 · unreviewed · ref 54