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Math Reasoning on MATH (test) (EM)

52.7Exact Match (EM)VEROIC
44.48446.61748.7550.883Apr 30, 2026

Evaluation results

MethodLinks
VEROICInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0452.7
VEROICInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0452.3
RISK PREDICTORInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0452.1
RISK PREDICTORInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0451.8
CONFIDENCE-THRESHOLDInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0451.5
OUTPUT-TRIGGERInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0451.2
CONFIDENCE-THRESHOLDInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0450.9
OUTPUT-TRIGGERInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0450.6
PERIODICInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0449.8
RANDOMInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0449.4
PERIODICInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0448.9
RANDOMInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0448.5
FIXEDInference Paths=LLaMA-3.1-8B -> LLaMA-3.1-70B2026.0445.8
FIXEDInference Paths=Qwen-2.5-7B -> Qwen-2.5-32B2026.0444.8