Share your thoughts, 1 month free Claude Pro on usSee more

Hallucination Evaluation on MMHal

4.2Score

LLaVA-OneVision-7B w/ UnifiedReward-Think

Updated 24d ago

Evaluation Results

Method
LLaVA-OneVision-7B w/ UnifiedReward-Think 2026.04	4.2	-	-	-	-	-
LLaVA-OneVision-7B w/ Skywork-VL 2026.04	4.2	-	-	-	-	-
LLaVA-OneVision-7B w/ VL-MDR 2026.04	4.2	-	-	-	-	-
LLaVA-OneVision-7B w/ IXC-2.5-Reward 2026.04	4.1	-	-	-	-	-
LLaVA-OneVision-7B w/ MM-RLHF-Reward 2026.04	4.1	-	-	-	-	-
CycleCap 2026.03	4.02	-	-	-	-	-
CycleCap 2026.03	4.02	-	-	-	-	-
GPT-4o-20240513 2024.12	4	-	-	-	-	-
LLaVA-OneVision-7B w/ UnifiedReward 2026.04	4	-	-	-	-	-
CyclePref 2026.03	3.95	-	-	-	-	-
RICO-Flash 2026.03	3.92	-	-	-	-	-
LLaVA-OneVision-7B w/ LLaVA-Critic 2026.04	3.9	-	-	-	-	-
InternVL2.5-78B 2024.12	3.89	-	-	-	-	-
Baseline (Qwen2-VL-7B) 2026.03	3.85	-	-	-	-	-
InternVL2-Llama3-76B 2024.12	3.83	-	-	-	-	-
ADAPT-TF 2026.06	3.83	-	-	-	-	31
InternVL2-40B 2024.12	3.75	-	-	-	-	-
ADAPT 2026.06	3.75	-	-	-	-	30
InternVL2.5-38B 2024.12	3.71	-	-	-	-	-
InternVL2.5-26B 2024.12	3.7	-	-	-	-	-
InternVL2.5-8B 2024.12	3.65	-	-	-	-	-
MiniCPM-V2.6 2024.12	3.6	-	-	-	-	-
DPO 2026.06	3.59	-	-	-	-	39
InternVL2-26B 2024.12	3.55	-	-	-	-	-
Qwen2.5-VL-7B 2026.06	3.55	-	-	-	-	40
VCD 2026.06	3.42	-	-	-	-	40
Qwen2-VL-7B 2024.12	3.4	-	-	-	-	-
InternVL2-8B 2024.12	3.33	-	-	-	-	-
InternVL2.5-4B 2024.12	3.31	-	-	-	-	-
LLaVA-OneVision-7B 2026.04	3.2	-	-	-	-	-
ADAPT 2026.06	3.16	-	-	-	-	37
VCD 2026.06	3.14	-	-	-	-	42
InternVL-Chat-V1.5 2024.12	3.11	-	-	-	-	-
ADAPT-TF 2026.06	3.11	-	-	-	-	39
InternVL2.5-2B 2024.12	2.94	-	-	-	-	-
TARS (Replace) 2025.07	2.76	-	-	43	-	-
InternVL2-4B 2024.12	2.75	-	-	-	-	-
TARS (Mask) 2025.07	2.75	-	-	41	-	-
CHiP-DPO 2025.07	2.7	-	-	47	-	-
ADAPT 2026.06	2.64	-	-	-	-	49
ADAPT 2026.06	2.62	-	-	-	-	53
Qwen2.5-VL-3B 2026.06	2.62	-	-	-	-	49
ADAPT-TF 2026.06	2.55	-	-	-	-	53
ADAPT-TF 2026.06	2.55	-	-	-	-	51
DPO 2026.06	2.53	-	-	-	-	52
InternVL2-2B 2024.12	2.52	-	-	-	-	-
RLHF-V 2026.06	2.5	-	-	-	-	52
InternVL2.5-1B 2024.12	2.49	-	-	-	-	-
DPO 2026.06	2.47	-	-	-	-	51
OPERA 2026.06	2.46	-	-	-	-	52
DPO 2025.07	2.45	-	-	55	-	-
mDPO 2026.06	2.39	-	-	-	-	54
LLaVA-v1.5-13B 2026.06	2.38	-	-	-	-	53
VCD 2026.06	2.31	-	-	-	-	54
SIMA 2026.06	2.3	-	-	-	-	-
Muffin-13B 2025.07	2.27	-	-	58	-	-
InternVL2-1B 2024.12	2.25	-	-	-	-	-
OPERA 2026.06	2.15	-	-	-	-	54
DPO 2026.06	2.14	-	-	-	-	65
RLHF 2025.07	2.12	-	-	64	-	-
VCD 2026.06	2.12	-	-	-	-	54
LLaVA-v1.5-7B 2026.06	1.86	-	-	-	-	64
LLaVA 2025.04	-	31.9	70.8	-	-	-
RLHF-V 2025.04	-	40	52.1	-	-	-
POPEN 2025.04	-	42.1	47.9	-	-	-
Gemini 2.5 Flash 2026.04	-	-	-	-	4.6	23.9
InternVL3.5 2026.04	-	-	-	-	3.8	34.7
Qwen3-VL 2026.04	-	-	-	-	4.7	29.9
Qwen3-Omni 2026.04	-	-	-	-	4.6	31.6
MiniCPM-o 4.5 2026.04	-	-	-	-	4.7	24.3
SFT only 2026.06	-	-	-	-	-	2.76
SFT + DPO 2026.06	-	-	-	-	-	2.61
SFT + DA-DPO 2026.06	-	-	-	-	-	2.78
SFT + VIGIL (Ours) 2026.06	-	-	-	-	-	2.45
SFT only 2026.06	-	-	-	-	-	2.5
SFT + DPO 2026.06	-	-	-	-	-	2.35
SFT + DA-DPO 2026.06	-	-	-	-	-	2.4
SFT + VIGIL (Ours) 2026.06	-	-	-	-	-	2.15