Medical Question Answering on CV-MedQA (test) benchmark leaderboard · SOTA2 Research

Medical Question Answering on CV-MedQA (test)

0.9998AUROCAU-probe

Evaluation Results

Method	Links
AU-probe2026.01		0.9998	0.0515	0.0109
AU-probe2026.01		0.9997	0.0379	0.0102
AU-probe2026.01		0.9977	0.1908	0.0595
AU-probe2026.01		0.9891	0.0411	0.0424
ASK4CONF2026.01		0.8281	0.2429	0.2529
ASK4CONF2026.01		0.7554	0.1259	0.2058
ASK4CONF2026.01		0.7487	0.384	0.3726
RAUQ2026.01		0.6405	0.1595	0.254
MSP2026.01		0.6341	0.4277	0.428
Semantic Entropy2026.01		0.6121	0.3329	0.3502
Mean Token Entropy2026.01		0.5877	0.3029	0.3514
MSP2026.01		0.5853	0.4839	0.4847
RAUQ2026.01		0.5713	0.1913	0.2829
Semantic Entropy2026.01		0.5601	0.4412	0.44
MSP2026.01		0.5573	0.4865	0.485
SAR2026.01		0.5546	0.3599	0.3882
SAR2026.01		0.549	0.1244	0.2687
Semantic Entropy2026.01		0.5479	0.4825	0.481
ASK4CONF2026.01		0.5458	0.3985	0.4005
SAR2026.01		0.5317	0.081	0.2618
Mean Token Entropy2026.01		0.5221	0.327	0.3596
RAUQ2026.01		0.5069	0.2487	0.3177
RAUQ2026.01		0.4993	0.1624	0.2838
MSP2026.01		0.4971	0.4826	0.482
SAR2026.01		0.4865	0.2329	0.3186
Mean Token Entropy2026.01		0.4535	0.3168	0.3399
Semantic Entropy2026.01		0.4453	0.276	0.3493
Mean Token Entropy2026.01		0.3169	0.3084	0.3599