Question Answering on CommonsenseQA (AUC, F95, AUP) benchmark leaderboard · SOTA2 Research

Question Answering on CommonsenseQA (AUC, F95, AUP)

74.48AUCTAD

Evaluation Results

Method	Links
TAD2026.04		74.48	73.63	51.26
Lookback Lens2026.04		69.93	76.63	41.89
SIVR (Ours)2026.04		68.32	73.13	50.28
SIVR2026.04		68.32	73.13	50.28
SAPLMA2026.04		68.01	79.88	47.81
TAD2026.04		68	82.8	53.38
SIVR2026.04		66.57	90.53	48.59
SIVR2026.04		66.57	90.53	48.59
SIVR2026.04		66.39	86.59	46.4
SIVR2026.04		66.39	86.59	46.4
Energy2026.04		65.27	87.95	37.84
SATMD + MSP2026.04		64.57	75.57	34.52
SATMD + MSP2026.04		64.04	87.65	40.16
Lookback Lens2026.04		63.53	89.53	38.2
SATMD + MSP2026.04		63.13	94.67	34.32
SE2026.04		62.46	79.45	34.27
SAPLMA2026.04		62.45	90.48	48.56
CoE-C2026.04		61.38	91.05	41.7
SAPLMA2026.04		61.37	78.38	31.75
Energy2026.04		60.82	86.75	41.75
Entropy2026.04		60.63	88.49	32.36
Entropy2026.04		59.87	86.52	41.38
TAD2026.04		58.93	87.15	30.66
Perplexity2026.04		58.8	88.77	30.52
SE2026.04		58.39	89.29	36.64
Perplexity2026.04		58.38	89.5	40.38
Max Prob2026.04		58.24	87.23	40.31
Max Prob2026.04		57.95	89.04	30.19
SE2026.04		57.47	89.78	39.59
Temp-Scaled2026.04		57.3	90.45	39.54
SAR2026.04		57.15	86.86	37.48
SAR2026.04		57.15	86.86	37.48
Temp-Scaled2026.04		56.82	90.68	29.42
SAR2026.04		55.95	81.43	32.69
SAR2026.04		55.95	81.43	32.69
Entropy2026.04		54.94	92.66	33.12
Perplexity2026.04		54.89	91.12	32.67
Temp-Scaled2026.04		54.4	89.47	32.29
Max Prob2026.04		54.3	90.53	32.44
CoE-C2026.04		54.01	92.6	27.23
Energy2026.04		53.81	91.95	32.87
SAR2026.04		53.58	91.78	37.03
SAR2026.04		53.58	91.78	37.03
Lookback Lens2026.04		53.37	89.71	36.83
CoE-R2026.04		51.3	93.97	25.31
CoE-R2026.04		51.2	94.15	32.52
P(True)2026.04		50.06	91.41	30.58
CoE-C2026.04		49.91	96.09	30.14
P(True)2026.04		48.64	96.09	29.2
P(True)2026.04		45.09	91.78	21.41
CoE-R2026.04		44.77	96.21	26.26