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Hallucination Evaluation on CHAIR

72.8CHAIR_s

M3ID

Updated 3d ago

Evaluation Results

Method
M3ID 2026.01	72.8	21.1
AvisC 2026.01	71	20.1
LLaVA-1.5 2025.06	66.8	12.7
M3ID 2026.01	62.3	18.2
Woodpecker 2026.01	60.8	17.6
VCD 2026.01	60.8	17.9
AvisC 2026.01	60.4	17.2
DoLa 2026.02	60	20.1
ICD 2026.02	59.3	17.5
VCD 2026.01	57.8	16.3
Woodpecker 2026.01	57.6	16.7
Vanilla 2026.01	57.4	17.6
DoLa 2026.02	57	15.9
VCD 2026.02	57	17
M3ID 2026.01	56.6	15.8
LLaVA-1.5 + VLfeedback 2025.06	56.3	11.4
M3ID + CNS 2026.01	56.3	15.4
ICD 2026.02	56.2	16.3
M3ID 2026.01	56.2	16.4
InstructBLIP 2026.01	55.6	16.6
ICD 2026.01	55.2	16.2
LLaVA-1.5 2026.01	55.2	17.6
Vanilla 2026.01	55.1	16.4
VCD 2026.01	55.1	15.7
Regular 2026.02	55	16.3
AGLA 2026.01	54.8	16.2
ICD 2026.01	54.6	15.4
VCD 2026.02	54.4	16.6
PAI 2026.01	54.2	15.6
OPERA 2026.01	54.2	14.8
LLaVA-1.5 + Human-Preference 2025.06	54	9.3
Regular 2026.02	54	18.1
Regular 2026.02	54	15.78
HALC 2026.01	53.8	15.7
OPERA 2026.02	53.7	12.8
VCD 2026.01	53.4	15.8
VAF 2026.01	53.4	15.1
PAI 2026.01	53.1	15.1
LLaVA-1.5 7B 2026.02	52.93	14.99
M3ID + CNS 2026.01	52.4	14.2
AGLA 2026.01	52.4	14.6
VAR 2026.01	52.3	14.7
Vanilla + CNS 2026.01	52.2	15.2
VCD + CNS 2026.01	52.2	14.2
ONLY 2026.01	52.2	15.5
Vanilla 2026.01	52.1	16.7
VCD 2026.02	52	16.13
AGLA + CNS 2026.01	51.8	15.3
Woodpecker 2026.01	51.8	16.3
OPERA 2026.01	51.6	14.2
ONLY + CNS 2026.01	51.4	14.1
Vanilla + CNS 2026.01	51.2	14.8
HALC + CNS 2026.01	51.2	14.6
HALC 2026.01	51	14.8
AGLA 2026.02	51	13.64
VAR + CNS 2026.01	50.9	13.5
LLaVA-1.5-7B 2024.05	50.8	11.7
AGLA + CNS 2026.01	50.4	13.6
Vanilla 2026.01	50.4	14.7
VCD + CNS 2026.01	50.1	13.7
VAF 2026.01	50.1	14.2
VAR 2026.02	50.09	14.77
ONLY 2026.02	50	14.03
VCD 2026.02	49.81	13.69
ONLY 2026.02	49.8	14.3
ONLY 2026.01	49.8	14.3
ICD 2026.01	49.8	16.2
M3ID 2026.01	49.8	17.4
AGLA 2026.01	49.8	15.6
HALC + CNS 2026.01	49.6	14.1
VAR 2026.01	49.6	14.1
HALC 2026.01	49.6	15.4
PAI 2026.01	49.4	15.6
VCD 2026.01	49.1	15.6
AGLA 2026.02	49	12.1
M3ID 2026.02	49	13.78
HALC + CNS 2026.01	48.8	14.2
Vanilla + CNS 2026.01	48.7	14.2
VAF 2026.01	48.7	14.4
LLaVA-1.5-13B 2024.05	48.6	10.8
AGLA + CNS 2026.01	48.6	14.3
OPERA 2026.01	48.6	14.6
VCD 2026.01	48.6	14.1
POVID 2024.05	48.4	11.3
ONLY + CNS 2026.01	48.4	13.2
VAR 2026.01	48.4	13.9
VAR + CNS 2026.01	48.2	12.6
M3ID + CNS 2026.01	48.2	15.4
ONLY 2026.01	48	14.3
OPERA 2026.02	47.8	14.6
VCD + CNS 2026.01	47.8	13.6
ResDec 2026.02	47.7	11.3
Vanilla + CNS 2026.01	47.6	13.4
GT-DPO 2024.05	47.3	11.2
VCD + CNS 2026.01	47.3	13.2
GT-DPO 2024.05	47.2	10.8
ONLY + CNS 2026.01	47.2	13.2
VIG training 2026.02	47	12.8
VAR + CNS 2026.01	46.9	12.3
LLaVA-1.5 + HALVA 2025.06	46.6	23.1

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