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Mathematical Reasoning on MMLU Mathematics (test)

57.69Average AccuracySFT
23.276432.210741.14550.0793Nov 16, 2022Jun 4, 2023Dec 22, 2023Jul 10, 2024Jan 27, 2025Aug 16, 2025Mar 5, 2026

Evaluation results

MethodLinks
SFTModel=Qwen3-8B2026.0357.69——————0.0769
VISAModel=Qwen3-8B2026.0357.6——————0.0437
BaseModel=Qwen3-8B2026.0352.24——————0
DR+DADepth=32, 0-SHOT=true2026.0150—————4—
DRDepth=32, 0-SHOT=true2026.0145.3—————1.9—
DRDepth=16, 0-SHOT=true2026.0144.5—————4.8—
GAL 120B <work>Params (bn)=120, Shots=0-shot, Reasoning strategy=<work> token prompt2022.1141.32754.2374440.5——
VISAModel=Qwen3-0.6B2026.0338.55——————0.0775
DR+DADepth=16, 0-SHOT=true2026.0138.5—————3.4—
SFTModel=Qwen3-0.6B2026.0338.07——————0.1191
LADepth=32, 0-SHOT=true2026.0137.2—————1—
GAL 30B <work>Params (bn)=30, Shots=0-shot, Reasoning strategy=<work> token prompt2022.1137.13341.533.33937.3——
BaseModel=Qwen3-0.6B2026.0336.45——————0
GAL 120BParams (bn)=120, Shots=0-shot, Reasoning strategy=Standard prompt2022.1135.83338.132.64332.5——
ChinchillaParams (bn)=70, Shots=5-shot2022.1135.73141.531.93233.3——
GopherParams (bn)=280, Shots=5-shot2022.1130.62533.623.73735.7——
GAL 30BParams (bn)=30, Shots=0-shot, Reasoning strategy=Standard prompt2022.1129.93030.226.33631.7——
GAL 6.7BParams (bn)=6.7, Shots=0-shot, Reasoning strategy=Standard prompt2022.1129.22828.926.73631——
GAL 6.7B <work>Params (bn)=6.7, Shots=0-shot, Reasoning strategy=<work> token prompt2022.112833.330.725.22633.3——
GAL 1.3BParams (bn)=1.3, Shots=0-shot, Reasoning strategy=Standard prompt2022.1127.12827.226.73024.6——
OPTParams (bn)=175, Shots=5-shot2022.1126.72125.724.43329.4——
LADepth=16, 0-SHOT=true2026.0126.6—————1—
BLOOMParams (bn)=176, Shots=5-shot2022.1126.42526.7272526.2——
GAL 1.3B <work>Params (bn)=1.3, Shots=0-shot, Reasoning strategy=<work> token prompt2022.1124.62224.618.92531——