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Mathematical Reasoning on MATH-500 (train)

45.2AccuracyJustGRPO
32.7235.9639.242.44Jan 21, 2026

Evaluation results

MethodLinks
JustGRPOSeq Len=5122026.0145.2
JustGRPOSeq Len=2562026.0145.1
ESPOSeq Len=5122026.0143.4
SPGSeq Len=5122026.0141.8
GDPOSeq Len=5122026.0141.4
LLaDOUSeq Len=2562026.0141.1
d1Seq Len=5122026.0140.2
SPGSeq Len=2562026.0140
GDPOSeq Len=2562026.0139.6
wd1Seq Len=5122026.0139
ESPOSeq Len=2562026.0139
JustGRPOSeq Len=1282026.0139
d-TreeRPOSeq Len=5122026.0138.9
d1Seq Len=2562026.0138.6
d-TreeRPOSeq Len=2562026.0137.7
ESPOSeq Len=1282026.0136
wd1Seq Len=2562026.0134.4
d1Seq Len=1282026.0133.8
SPGSeq Len=1282026.0133.4
wd1Seq Len=1282026.0133.3
GDPOSeq Len=1282026.0133.2