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Hallucination Assessment on HallusionBench

71.6Answer Accuracy (aAcc)

ResDec

Updated 25d ago

Evaluation Results

Method	Links
ResDec 2026.02		71.6	49	47.1	-	-
Defender 2026.01		69.19	-	-	-	-
Regular 2026.02		69.1	45.8	43.4	-	-
OPERA 2026.02		68.7	43.4	41.5	-	-
VCD 2026.02		68.7	41.3	39.8	-	-
Liu et al. 2026.01		68.45	-	-	-	-
Yang et al. 2026.01		68.35	-	-	-	-
Defender 2026.01		68.24	-	-	-	-
Ablation (Clean Data) 2026.01		67.93	-	-	-	-
Defender 2026.01		67.82	-	-	-	-
Liu et al. 2026.01		67.61	-	-	-	-
Liu et al. 2026.01		67.61	-	-	-	-
ICD 2026.02		67.6	39.8	38.7	-	-
Base (M def (0)) 2026.01		67.51	-	-	-	-
DoLa 2026.02		66.9	39.5	40.8	-	-
MM-Eureka 2026.02		65.1	33.41	47.11	56.98	-
Ocean-R1 2026.02		63.51	30.11	43.35	54.88	-
ORSTA-R1 2026.02		60.05	27.91	36.71	53.49	-
R1-OneVision 2026.02		58.9	24.18	40.17	54.42	-
MM-Eureka 2026.02		58.46	23.07	31.5	49.3	-
ORSTA-R1 2026.02		55.45	21.76	28.61	45.81	-
Ocean-R1 2026.02		48.89	19.34	27.76	40	-
ResDec 2026.02		46.5	10.2	11.3	-	-
AGLA 2026.02		45.9	9.2	9.7	-	-
Regular 2026.02		45.3	9.5	10.1	-	-
ResDec 2026.02		45.1	12.7	18.2	-	-
DoLa 2026.02		43.8	8.6	8.4	-	-
VCD 2026.02		43.3	8.5	8.1	-	-
AGLA 2026.02		42.9	8.3	17.2	-	-
ONLY 2026.02		42.7	9.3	17.5	-	-
MemVR 2026.02		42.5	9	17.9	-	-
OPERA 2026.02		42.3	8.2	9.7	-	-
Regular 2026.02		41.5	8.1	17.9	-	-
DoLa 2026.02		41.5	9.3	15.7	-	-
OPERA 2026.02		41.2	5.5	16.2	-	-
VCD 2026.02		41.1	11.4	13.9	-	-
ICD 2026.02		41	7.5	7.2	-	-
ICD 2026.02		38.2	8.4	13.9	-	-
R1-OneVision 2026.02		35.43	8.57	12.43	31.86	-
Instruct 2026.03		-	-	-	-	68.9
Instruct 2026.03		-	-	-	-	66.8
DPO 2026.03		-	-	-	-	69.7
DPO 2026.03		-	-	-	-	67
IPO 2026.03		-	-	-	-	69.8
IPO 2026.03		-	-	-	-	62.8
SimPO 2026.03		-	-	-	-	68
SimPO 2026.03		-	-	-	-	66.1
β-DPO 2026.03		-	-	-	-	69.5
β-DPO 2026.03		-	-	-	-	65.7
DPO-Shift 2026.03		-	-	-	-	70
DPO-Shift 2026.03		-	-	-	-	65.2
ACPO 2026.03		-	-	-	-	70
ACPO 2026.03		-	-	-	-	69.1