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Math Reasoning on GSM MC

3.75FPRRenewal process-based stopping
3.68324.13414.5855.0359Feb 15, 2026

Evaluation results

MethodLinks
Renewal process-based stoppingStopping Rule=Renewal2026.023.75——69.75
LengthStopping Rule=Length2026.024.5——32.17
EntropyStopping Rule=Entropy2026.024.83——44.92
DEERStopping Rule=DEER2026.025.08——37.25
Maxwise Conformal StoppingStopping Rule=Maxwise2026.025.42——70.92
ConfidenceStopping Rule=Confidence2026.02—0.425.42—
CriticismStopping Rule=Criticism2026.02—0.675.67—
No InterventionStopping Rule=No Intervention2026.02——6.75—