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

Medical Question Answering on CV-MedExQA (test)

0.9987AUROCAU-probe

Evaluation Results

Method	Links
AU-probe2026.01		0.9987	0.2488	0.1277
AU-probe2026.01		0.978	0.2282	0.1551
AU-probe2026.01		0.9553	0.2516	0.1847
AU-probe2026.01		0.8867	0.1839	0.1793
ASK4CONF2026.01		0.7056	0.2184	0.2693
ASK4CONF2026.01		0.6497	0.3886	0.3872
MSP2026.01		0.641	0.4644	0.4661
SAR2026.01		0.6349	0.0741	0.2434
RAUQ2026.01		0.6274	0.1951	0.2778
Semantic Entropy2026.01		0.6188	0.2168	0.2907
Mean Token Entropy2026.01		0.5981	0.2925	0.3301
MSP2026.01		0.5905	0.4268	0.4287
Mean Token Entropy2026.01		0.5812	0.1619	0.2752
Semantic Entropy2026.01		0.5768	0.4369	0.4359
Semantic Entropy2026.01		0.5611	0.2657	0.3206
RAUQ2026.01		0.56	0.2246	0.3014
SAR2026.01		0.5572	0.0949	0.2613
ASK4CONF2026.01		0.5546	0.3905	0.4
MSP2026.01		0.5514	0.4752	0.4737
Mean Token Entropy2026.01		0.5401	0.3317	0.3612
SAR2026.01		0.5376	0.3422	0.3819
RAUQ2026.01		0.5371	0.1385	0.2763
SAR2026.01		0.5364	0.215	0.311
Semantic Entropy2026.01		0.5305	0.4395	0.4452
MSP2026.01		0.5299	0.4276	0.4359
Mean Token Entropy2026.01		0.5215	0.2902	0.3542
RAUQ2026.01		0.5111	0.2455	0.3147
ASK4CONF2026.01		0.5051	0.3365	0.3712