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ResearchFormerly WizWand

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