List your company

Out-of-Distribution Generalization on MATH-500 OOD (test)

67Score (Sav.)TTT QK (dh=128)
22.17633.81345.4557.087Apr 1, 2026

Evaluation results

MethodLinks
TTT QK (dh=128)Labeling protocol=Supervised labels, delta=0.1, zero-shot=true2026.04672.1
TTT no-QKLabeling protocol=Supervised labels, delta=0.1, zero-shot=true2026.0463.72.3
TTT QK (dh=128)Labeling protocol=Consistent labels (no ground truth), delta=0.1, zero-shot=true2026.0463.71.6
TTT no-QKLabeling protocol=Consistent labels (no ground truth), delta=0.1, zero-shot=true2026.0455.51.2
Static ProbeLabeling protocol=Supervised labels, delta=0.1, zero-shot=true2026.0424.80.8
Static ProbeLabeling protocol=Consistent labels (no ground truth), delta=0.1, zero-shot=true2026.0423.90.4