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

Medical Question Answering on CV-MedMCQA (test)

0.9999AUROCAU-probe

Evaluation Results

Method	Links
AU-probe2026.01		0.9999	0.1035	0.0207
AU-probe2026.01		0.9958	0.1063	0.0388
AU-probe2026.01		0.9911	0.2131	0.0848
AU-probe2026.01		0.969	0.0984	0.0794
ASK4CONF2026.01		0.719	0.1837	0.254
ASK4CONF2026.01		0.6011	0.3665	0.3788
MSP2026.01		0.5833	0.4297	0.4331
Mean Token Entropy2026.01		0.5645	0.1814	0.2876
ASK4CONF2026.01		0.5582	0.3845	0.3942
Semantic Entropy2026.01		0.556	0.4245	0.426
RAUQ2026.01		0.552	0.116	0.2659
SAR2026.01		0.5441	0.0806	0.2671
Mean Token Entropy2026.01		0.5421	0.2778	0.3433
Semantic Entropy2026.01		0.5361	0.2102	0.3074
SAR2026.01		0.5316	0.3164	0.3669
Semantic Entropy2026.01		0.5308	0.2314	0.3117
MSP2026.01		0.5303	0.4816	0.48
MSP2026.01		0.5292	0.4797	0.4786
Semantic Entropy2026.01		0.5233	0.4586	0.4594
RAUQ2026.01		0.5168	0.1293	0.2791
SAR2026.01		0.5083	0.2005	0.3117
SAR2026.01		0.496	0.1195	0.2739
RAUQ2026.01		0.4938	0.2563	0.3256
Mean Token Entropy2026.01		0.4928	0.2599	0.331
Mean Token Entropy2026.01		0.49	0.269	0.3354
MSP2026.01		0.4846	0.4585	0.464
RAUQ2026.01		0.4844	0.1687	0.2891
ASK4CONF2026.01		0.4356	0.3423	0.391