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Mathematical Reasoning on MATH (Accuracy + maj1@k)

33.6AccuracyMinerva
-1.22447.8165516.857525.89845Feb 27, 2023Aug 30, 2023Mar 1, 2024Sep 2, 2024Mar 5, 2025Sep 5, 2025Mar 9, 2026

Evaluation results

MethodLinks
MinervaParams=540B, k=642023.0233.650.3—
MinervaParams=62B, k=2562023.0227.643.4—
MinervaParams=8B, k=2562023.0214.125.4—
LLaMAParams=65B, k=2562023.0210.620.5—
PaLMParams=540B2023.028.8——
LLaMAParams=33B, k=2562023.027.115.2—
PaLMParams=62B2023.024.4——
LLaMAParams=13B, k=2562023.023.98.8—
LLaMAParams=7B, k=2562023.022.96.9—
PaLMParams=8B2023.021.5——
Qwen2.5-Omni-7BModel Category=Perception-centric, Model Scale=7B2026.030.715——
Ministral-3-8BModel Category=Text-Experts, Model Scale=8B2026.030.626——
Qwen3-8BModel Category=Text-Experts, Model Scale=8B2026.030.608——
Dynin-OmniModel Category=Unified, Native speech I/O=true, Block size=16, Diffusion steps=10242026.030.496——
HyperCLOVAX-8B-OmniModel Category=Unified, Model Scale=8B, Native speech I/O=true, Result Reproducibility=reproduced2026.030.434——
MMaDAModel Category=Unified2026.030.36——
Trida-7BModel Category=Text-Experts, Model Scale=7B2026.030.336——
LLaDA-8BModel Category=Text-Experts, Model Scale=8B2026.030.273——
Llama-3-8BModel Category=Text-Experts, Model Scale=8B2026.030.205——
Chameleon-7BModel Category=Unified, Model Scale=7B2026.030.115——
FalconSize=7B2023.07—2.3—
FalconSize=40B2023.07—5.5—
LLAMA 1Size=7B2023.07—2.9—
LLAMA 1Size=13B2023.07—3.9—
LLAMA 1Size=33B2023.07—7.1—
LLAMA 1Size=65B2023.07—10.6—
LLAMA 2Size=7B2023.07—2.5—
LLAMA 2Size=13B2023.07—3.9—
LLAMA 2Size=34B2023.07—6.24—
LLAMA 2Size=70B2023.07—13.5—
MPTSize=7B2023.07—3—
MPTSize=30B2023.07—3.1—
MSV64Best-of-K=642026.03——0.7607
PRM-7BBest-of-K=64, Backbone=Qwen2.5-Math-7B2026.03——0.7411
PRM-7B + WVBest-of-K=64, Backbone=Qwen2.5-Math-7B, Weighted Voting=true2026.03——0.7433