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Mathematical Reasoning on MATH 500 (Accuracy, Perplexity)

53AccuracyMAGS
47.59248.99650.451.804May 20, 2026

Evaluation results

MethodLinks
MAGSBase Model=Llama-3.1-8B-Instruct2026.05531.227
ASBase Model=Llama-3.1-8B-Instruct2026.0550.61.232
ITIBase Model=Llama-3.1-8B-Instruct2026.0549.81.227
CDBase Model=Llama-3.1-8B-Instruct2026.0549.21.295
UnsteeredBase Model=Llama-3.1-8B-Instruct2026.0547.81.229