Visual Reasoning on MMVP

86.3Accuracy

GPT-4o

Updated 18d ago

Evaluation Results

Method	Links
GPT-4o 2024.06		86.3
GPT-4o 2024.06		85.3
One-step Latent Pred. 2026.07		79.33
ProLaViT (Full) 2026.07		79
CoVT 2026.07		78.33
ProLaViT + L_div^margin 2026.07		78.33
ProLaViT (Base) 2026.07		78
CoT SFT 2026.07		77.66
Qwen2.5-VL-Instruct 2026.07		77.33
LVR 2026.07		77.3
SFT 2026.07		77
LLaVA-OneVision 2026.01		74
RIS+VLPO 2026.05		73.76
RIS 2026.05		73.55
GPT-4 Turbo 2024.06		73.3
Unsilencing Latent Reasoning 2026.05		73
Vision-R1 2026.01		72.67
VL-Rethinker 2026.01		72.67
CoVT 2026.05		72.67
Laser 2026.01		72
GPT-4o 2026.05		72
LVR 2026.05		71.03
GPT-4 Turbo 2024.06		71
DeepEyes 2026.01		70
DMLR 2026.05		70
Monet 2026.05		70
LVRRF 2026.05		69.67
ICoT 2026.05		69.33
CCoT 2026.05		69
LVR 2026.05		69
GPT-4o 2026.01		68.7
PAPO 2026.01		68.67
Vanilla 2026.05		68.67
Monet 2026.01		68
MCoT 2026.05		68
Qwen2.5-VL-7B+GLSD 2026.05		66.8
Qwen2.5-VL-7B 2026.01		65.67
Monet 2026.05		65.67
LVR 2026.01		64
Qwen2.5-VL-7B 2026.05		63.49
Unsilencing Latent Reasoning 2026.05		59.33
CoVT 2026.05		58.7
LVR 2026.05		58.67
LVRRF 2026.05		58.33
InternVL3.5-8B 2026.01		57.67
DMLR 2026.05		56.67
ICoT 2026.05		56
Vanilla 2026.05		55.67
CCoT 2026.05		55.33
MCoT 2026.05		54.33
SOTA [10] 2024.06		49.3
LEAD 2026.03		47.2
LEAD 2026.03		46.6
OpenVLThinker-7B 2026.03		46.5
LEAD 2026.03		46.3
LEAD 2026.03		45
MemVR 2026.03		44.5
Vision-R1-7B 2026.03		44
SID 2026.03		43.2
R1-Onevision-7B 2026.03		43
VCD 2026.03		42.9
VL-Rethinker-7B 2026.03		42
LEAD 2026.03		42
Gemini-Pro 2024.06		40.7
VL-Cogito-7B 2026.03		40
GPT-4V-preview 2024.06		38.7
LLaVA-1.5-13B 2024.06		24.7