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ResearchFormerly WizWand

Mathematical Reasoning on AIME 25 (accuracy)

94.5AccuracyAPRM
52.84863.661574.47585.2885Nov 28, 2025Dec 10, 2025Dec 23, 2025Jan 5, 2026Jan 17, 2026Jan 30, 2026Feb 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
APRMBackbone=GPT-OSS-120B2025.1194.5
APRMBackbone=GPT-OSS-20B2025.1193.6
Self-ConsistencyModel=DeepSeek-V3.2, API Calls=O(N)2026.0193.3
Length-based RankingModel=DeepSeek-V3.2, API Calls=O(N)2026.0193.3
Self-VerificationModel=DeepSeek-V3.2, API Calls=O(NL)2026.0193.3
UniCogModel=DeepSeek-V3.2, API Calls=O(N)2026.0193.3
LLM-JBackbone=GPT-OSS-20B2025.1192.8
APRMBackbone=Gemma-3-27B2025.1191.9
LLM-JBackbone=Gemma-3-27B2025.1191.6
StandardModel=DeepSeek-V3.2, API Calls=O(1)2026.0191.3
ReST-MCTSBackbone=GPT-OSS-20B2025.1191.3
ReST-MCTSBackbone=GPT-OSS-120B2025.1191
rStar MathBackbone=GPT-OSS-20B2025.1190.8
MajorityModel=PaCoRe-8B, Sampling Mode=Parallel, Sample Count=@5122026.0290.7
rStar MathBackbone=GPT-OSS-120B2025.1190.7
ReST-MCTSBackbone=Gemma-3-27B2025.1190.6
LLM-JBackbone=GPT-OSS-120B2025.1190.4
ToTBackbone=GPT-OSS-20B2025.1190.4
rStar MathBackbone=Gemma-3-27B2025.1189.5
ToTBackbone=GPT-OSS-120B2025.1189.2
AutoPSVBackbone=GPT-OSS-120B2025.1188
ToTBackbone=Gemma-3-27B2025.1188
Math S.Backbone=GPT-OSS-120B2025.1187.5
DeepConfModel=DeepSeek-8B, Sample Count=@5122026.0287.4
DeepConfModel=DeepSeek-8B, Sample Count=@202026.0287.4
DeepConfModel=PaCoRe-8B, Sample Count=@202026.0287.4
CoRefine TreeModel=DeepSeek-8B2026.0287.3
CoRefine TreeModel=PaCoRe-8B2026.0287.3
MajorityModel=DeepSeek-8B, Sampling Mode=Parallel, Sample Count=@202026.0286.7
CoRefineModel=DeepSeek-8B2026.0286.7
DeepConfModel=PaCoRe-8B, Sample Count=@5122026.0286.7
CoRefineModel=PaCoRe-8B2026.0286.7
MajorityModel=DeepSeek-8B, Sampling Mode=Sequential, Sample Count=@202026.0286
Verify SbS.Backbone=GPT-OSS-120B2025.1186
CoT-SCBackbone=GPT-OSS-120B2025.1185.5
AutoPSVBackbone=GPT-OSS-20B2025.1185
DeepConfModel=Qwen3-32B, Sample Count=@202026.0283.3
CoRefine TreeModel=Qwen3-32B2026.0283.3
MajorityModel=PaCoRe-8B, Sampling Mode=Parallel, Sample Count=@202026.0283.3
MajorityModel=PaCoRe-8B, Sampling Mode=Sequential, Sample Count=@202026.0283.3
CoRefineModel=Qwen3-32B2026.0282.7
MajorityModel=Qwen3-32B, Sampling Mode=Parallel, Sample Count=@202026.0282.6
MajorityModel=DeepSeek-8B, Sampling Mode=Parallel, Sample Count=@5122026.0282
MajorityModel=Qwen3-32B, Sampling Mode=Sequential, Sample Count=@202026.0282
Math S.Backbone=GPT-OSS-20B2025.1182
DeepConfModel=Qwen3-32B, Sample Count=@5122026.0281.3
Falcon-H1R# Param.=7B2026.0281.04
MajorityModel=Qwen3-32B, Sampling Mode=Parallel, Sample Count=@5122026.0280.7
Verify SbS.Backbone=GPT-OSS-20B2025.1180
AutoPSVBackbone=Gemma-3-27B2025.1180
MiniCPM-SALA# Param.=9B2026.0278.33
Math S.Backbone=Gemma-3-27B2025.1178
DeepSeek-8BStrategy=Pass, Sample Count=@12026.0277.4
Ministral-3-R# Param.=8B2026.0275
Verify SbS.Backbone=Gemma-3-27B2025.1175
DyLANMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=RM2026.0273.33
PaCoRe-8BStrategy=Pass, Sample Count=@12026.0273.3
DyLANMAS-Arch=Adaptive, ProVe Level=Agent, Verifier Type=RM2026.0272.22
MiniCPM-4.1# Param.=8B2026.0272.08
DyLANMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=Judge2026.0271.11
Qwen3-32BStrategy=Pass, Sample Count=@12026.0270.7
DyLANMAS-Arch=Adaptive, ProVe Level=Agent, Verifier Type=Judge2026.0270
DemyAgent-4BStarting Checkpoint=Inst, Backbone Architecture Family=Qwen3-4B2026.0270
CoT-SCBackbone=GPT-OSS-20B2025.1169.9
CoT-SCBackbone=Gemma-3-27B2025.1169.9
ELPO-4BStarting Checkpoint=Inst, Backbone Architecture Family=Qwen3-4B2026.0269.4
MaASMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=Judge2026.0268.06
DyLANMAS-Arch=Adaptive, ProVe Level=Agent, Verifier Type=PRM2026.0267.78
DyLANMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=PRM2026.0267.77
Qwen3# Param.=8B2026.0266.67
APRMBackbone=Gemma-3-12B2025.1165.7
DyLANMAS-Arch=Adaptive, ProVe Level=No ProVe, Verifier Type=None2026.0265.55
MaASMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=RM2026.0263.89
MaASMAS-Arch=Adaptive, ProVe Level=Iteration, Verifier Type=PRM2026.0263.88
DebateMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=Judge2026.0262.97
ReST-MCTSBackbone=Gemma-3-12B2025.1162.6
rStar MathBackbone=Gemma-3-12B2025.1162
DebateMAS-Arch=Fixed, ProVe Level=No ProVe, Verifier Type=None2026.0261.87
ToTBackbone=Gemma-3-12B2025.1161.4
ADASMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=RM2026.0261.1
ADASMAS-Arch=Fixed, ProVe Level=Iteration, Verifier Type=Judge2026.0261.1
MaASMAS-Arch=Adaptive, ProVe Level=Agent, Verifier Type=Judge2026.0261.09
AFlowMAS-Arch=Fixed, ProVe Level=Iteration, Verifier Type=Judge2026.0260.39
ADASMAS-Arch=Fixed, ProVe Level=Iteration, Verifier Type=RM2026.0259.73
AFlowMAS-Arch=Fixed, ProVe Level=No ProVe, Verifier Type=None2026.0259.72
MaASMAS-Arch=Adaptive, ProVe Level=Agent, Verifier Type=PRM2026.0259.7
AFlowMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=Judge2026.0258.33
ADASMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=Judge2026.0258.33
MaASMAS-Arch=Adaptive, ProVe Level=No ProVe, Verifier Type=None2026.0258.33
AFlowMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=RM2026.0258.32
AutoPSVBackbone=Gemma-3-12B2025.1158
DebateMAS-Arch=Fixed, ProVe Level=Iteration, Verifier Type=RM2026.0257.78
DebateMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=PRM2026.0257.12
Math S.Backbone=Gemma-3-12B2025.1157
AFlowMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=PRM2026.0256.94
Nemotron-Nano-v2# Param.=9B2026.0256.67
LLM-JBackbone=Gemma-3-12B2025.1155.4
Verify SbS.Backbone=Gemma-3-12B2025.1155
DebateMAS-Arch=Fixed, ProVe Level=Iteration, Verifier Type=PRM2026.0254.59
DebateMAS-Arch=Fixed, ProVe Level=Agent, Verifier Type=RM2026.0254.45