We conducted a grid search to examine the sensitivity of math- segmentation outcomes to two parameters: theAnchor Threshold(T anchor) and theSimilarity Threshold(T sim)

APPENDIX 3: SEGMENTATION OPTI- MIZATION This appendix documents the procedure, results of the threshold optimization used for math segmentation

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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 52