Multi-modal Understanding on MMVet (Accuracy)

85.67Accuracy

Vanilla MoE

Updated 26d ago

Evaluation Results

Method	Links
Vanilla MoE 2026.04		85.67
MACS (Ours) 2026.04		85.48
Vanilla MoE 2026.04		85.43
MACS (Ours) 2026.04		85.17
MACS (w/o Expanded) 2026.04		85.03
MACS (w/o Expanded) 2026.04		84.66
CAI-MoE (Expanded) 2026.04		81.63
CAI-MoE (Expanded) 2026.04		80.14
CAI-MoE (Token Drop) 2026.04		79.21
Vanilla MoE 2026.04		77.84
MACS (Ours) 2026.04		77.63
CAI-MoE (Token Drop) 2026.04		77.19
MACS (w/o Expanded) 2026.04		77.12
GPT-4o 2024.08		76.2
CAI-MoE (Expanded) 2026.04		73.84
VAPO 2025.09		71.9
CAI-MoE (Token Drop) 2026.04		71.27
V-R1 2025.09		71.1
VLAA 2025.09		70
Top-k Routing 2025.11		69.93
Top-k Routing 2025.11		68.67
MC-MoE 2025.11		68.67
MoDES 2025.11		68.41
DiEP 2025.11		68.13
MoDES 2025.11		67.92
MoDES 2025.11		67.8
NAEE 2025.11		67.57
MC-MoE 2025.11		66.41
MC-MoE 2025.11		65.41
DiEP 2025.11		65.32
DiEP 2025.11		65.27
R1-OV 2025.09		65.2
Qwen-VL 2025.09		64.8
LLaVA-OneVision-72B 2024.08		63.7
Ovis2.5 2026.01		62.2
Qwen2-VL-7B 2026.01		62
VisionTrim on Qwen2-VL-7B 2026.01		61.8
NAEE 2025.11		61.38
Qwen3-VL 2026.01		61.2
GLM-4.6V-FlashX 2026.01		61
Qwen2.5-VL 2026.01		59.2
VisionTrim on LLaVA-OneVision-7B 2026.01		59
LLaVA-OneVision-7B 2024.08		57.5
LLaVA-OneVision-7B 2026.01		57.5
Top-k Routing 2025.11		56.42
InternVL3.5 2026.01		50.6
LATTE 2024.12		50
GPT-4V 2024.08		49.9
NAEE 2025.11		49.52
LATTE 2024.12		47.9
CogCoM 2024.12		46.1
Ostrakon-VL 2026.01		36.4
Top-k Routing 2025.11		35.05
LLaVA-Plus 2024.12		35
LLaVA-OneVision-0.5B 2024.08		29.1