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Mathematical Reasoning on MATH 500 (Speedup, τ)

2.78SpeedupHyperDFlash
1.54241.86372.1852.5063Jun 25, 2026

Evaluation results

MethodLinks
HyperDFlashTemperature=0, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.062.783.67
HyperDFlashTemperature=1, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.062.453.23
MTPTemperature=0, Drafted steps per verification round=3, Decoding mode=Think-high mode2026.062.182.92
MTPTemperature=1, Drafted steps per verification round=3, Decoding mode=Think-high mode2026.062.122.75
MTPTemperature=0, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.061.773.15
Vanilla DFlashTemperature=0, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.061.662.13
MTPTemperature=1, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.061.622.9
Vanilla DFlashTemperature=1, Drafted steps per verification round=6, Decoding mode=Think-high mode2026.061.592.04