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Mathematical Reasoning on Omni-MATH (Calibration Metrics)

0.0883ECEMSV 16
0.0738160.1715830.269350.367117Mar 3, 2026

Evaluation results

MethodLinks
MSV 16Scale=162026.030.0883—0.3888
MSV 4Scale=42026.030.0959—0.4206
MSV 1 + WV 4Base Scale=1, Weighted Voting=42026.030.103—0.455
MSV 1 + WV 16Base Scale=1, Weighted Voting=162026.030.103—0.455
MSV 1 + WV 64Base Scale=1, Weighted Voting=642026.030.103—0.455
Probe + WV 4Weighted Voting=42026.030.1104—0.4407
Probe + WV 16Weighted Voting=162026.030.1104—0.4407
Probe + WV 64Weighted Voting=642026.030.1104—0.4407
MSV 1Scale=12026.030.1157—0.4974
ProbeN=12026.030.12060.2681—
MSV 64N=642026.030.13030.3434—
MSV 64Scale=642026.030.1316—0.4296
MSV 1N=12026.030.14460.292—
ProbeContext=Standard Comparison2026.030.1656—0.5194
MSV 4N=42026.030.16950.341—
MSV 16N=162026.030.17760.3583—
ProbeN=42026.030.22980.3997—
MSV 1N=42026.030.25140.4372—
Probe + WV 64N=642026.030.28880.5115—
MSV 1 + WV 64N=642026.030.2920.5175—
Probe + WV 16N=162026.030.31950.5521—
MSV 1 + WV 16N=162026.030.32010.554—
ProbeN=162026.030.32960.5635—
MSV 1N=162026.030.35420.617—
ProbeN=642026.030.41850.7348—
MSV 1 + WV 4N=42026.030.43540.7306—
Probe + WV 4N=42026.030.43960.7359—
MSV 1N=642026.030.45040.8118—