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Mathematical Reasoning on AIME25, HMMT-Feb, HMMT-Nov, MATH500, Minerva (test)

61.2AIME25 AccuracyTeacher
9.40822.85436.349.746May 13, 2026

Evaluation results

MethodLinks
Teacher2026.0561.242.457.99851.762.2
Fixed-prefix OPDPrefix Length=40962026.0531.619.320.486.838.839.4
Ours (trajectory-specific release rule)Release Rule=trajectory-specific2026.0531.519.121.989.438.840.1
ExOPD2026.0530.816.417.489.241.239
Fixed-prefix OPDPrefix Length=81922026.0530.717.418.488.837.338.6
Fixed-prefix OPDPrefix Length=20482026.0530.618.520.989.237.339.3
Fixed-prefix OPDPrefix Length=10242026.0530.118.920.687.835.938.7
Random release2026.0529.21818.9883638
OPD2026.0528.416.215.986.237.136.8
Student2026.0511.46.64.57427.924.9