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Mathematical Reasoning on GSM8k (Accuracy, Perplexity)

86.7AccuracyMAGS
85.45285.77686.186.424May 20, 2026

Evaluation results

MethodLinks
MAGSBase Model=Llama-3.1-8B-Instruct2026.0586.71.194
UnsteeredBase Model=Llama-3.1-8B-Instruct2026.05861.196
CDBase Model=Llama-3.1-8B-Instruct2026.0585.81.271
ASBase Model=Llama-3.1-8B-Instruct2026.0585.71.335
ITIBase Model=Llama-3.1-8B-Instruct2026.0585.51.335