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ResearchFormerly WizWand

Math on MATH (Score)

39.66ScoreDSR
2.656812.263421.8731.4766Nov 14, 2025Dec 16, 2025Jan 17, 2026Feb 18, 2026Mar 22, 2026Apr 23, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DSRMidtraining Schedule=DSR2026.0539.66
WSDMidtraining Schedule=WSD2026.0536.86
Unified 15B MoEMidtraining Corpus=1k→8k2026.0536.08
Cosine-decayMidtraining Schedule=Cos2026.0533.98
Unified 15B MoEMidtraining Corpus=4k→8k2026.0532.22
Unified 15B MoEMidtraining Corpus=4k2026.0530.48
UM-190kBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.1111.59
UM-187kBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.1110.97
Unified 15B MoEPretraining Corpus=1k→8k2026.059.74
TuluDPOBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.119.65
Unified 15B MoEPretraining Corpus=4k→8k2026.059.38
Unified 15B MoEPretraining Corpus=4k2026.059.2
UM-170kBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.119.06
UltraFBBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.118.7
ORPOBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.118.06
CodePrefBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.116.8
HelpSteerBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.116.08
UM-190kshots=4-shot2025.116.05
ORPOshots=4-shot2025.115.87
UM-187kshots=4-shot2025.115.82
TuluDPOshots=4-shot2025.115.63
UltraFBshots=4-shot2025.115.44
UM-170kshots=4-shot2025.115.35
SFTBackbone=Apertus-8B-SFT, Evaluation Protocol=4-shot2025.114.53
SFTshots=4-shot2025.114.46
CodePrefshots=4-shot2025.114.42
HelpSteershots=4-shot2025.114.08