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Mathematical Reasoning on AMC 23 (Sel-AUC, AUROC)

0.985Sel-AUCStructU+Self-ConsU
0.707320.779410.85150.92359Jun 15, 2026

Evaluation results

MethodLinks
StructU+Self-ConsUModel=DeepSeek R1, Aggregation=total2026.060.9851
StructUModel=Claude 4.5 Sonnet, Aggregation=within2026.060.9671
Self-ConsUModel=Claude 4.5 Sonnet2026.060.9551
Self-ConsUModel=Qwen 3 32B2026.060.811
StructU+Self-ConsUModel=Amazon Nova Premier, Aggregation=total2026.060.7181