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Multimodal Evaluation on MMStar

69.5Accuracy

InternVL2.5-78B

Updated 19d ago

Evaluation Results

Method	Links
InternVL2.5-78B 2025.06		69.5
Qwen2-VL-72B 2025.06		68.3
Vanilla 2026.05		68.3
Vanilla 2026.05		68.3
InternVL2.5-8B-GenRecal 2025.06		67.8
EVA(text) 2026.05		67.6
EVA(text) 2026.05		67.6
EVA 2026.05		67.5
EVA 2026.05		67.5
InternVL2-76B 2025.06		67.4
VLGuard 2026.05		67
VLGuard 2026.05		67
SophiaVL-R1-7B 2025.05		66.7
JailGuard 2026.05		66.5
JailGuard 2026.05		66.5
InternVL2.5-8B-GenRecal 2025.06		66.1
LLaVA-OneVision-72B 2025.05		66.1
Jigsaw + CARE 2025.12		65.8
LLaVA-OneVision-72B 2025.06		65.8
InternVL2.5-8B-GenRecal 2025.06		65.8
Qwen2.5-VL-7B-Instruct 2025.05		65.6
Mix + CL + CARE 2025.12		65.2
Claude-3.5-Sonnet 2025.06		65.1
InternVL2.5-8B-GenRecal 2025.06		65.1
GPT-4o (0513) 2025.06		64.7
Qwen2.5-VL-7B-Instruct 2025.05		64.7
Qwen 2.5 VL 2025.12		64.67
Rotation + CL + CARE 2025.12		64.6
Jigsaw 2025.12		64.47
Qwen2.5-VL-7B-Instruct 2025.05		64.3
GRPO-CARE 2025.12		64.13
SAIL-VL2 2025.12		64.1
NVLM-72B 2025.06		63.7
Jigsaw + CL + CARE 2025.12		63.6
Vision-Zero 2025.12		63.47
InternVL2.5-8B-VisualPRM 2025.05		63.4
Molmo-72B 2025.06		63.3
Jigsaw + CL 2025.12		63.27
VisualSphinx 2025.12		63.2
SAIL-VL1.5 2025.12		62.8
Full Cache 2026.04		62.73
InternVL3.5 2025.12		62.7
RetentiveKV 2026.04		62.58
Visual Jigsaw 2025.12		62.53
Full Cache 2026.04		62.52
RetentiveKV 2026.04		62.42
Meda 2026.04		62.41
SAINT 2026.04		62.38
SnapKV 2026.04		62.36
H2O 2026.04		62.33
LOOK-M 2026.04		62.33
ViCrit 2025.12		62.27
LOOK-M 2026.04		62.25
SnapKV 2026.04		62.13
Meda 2026.04		62.07
InternVL2-8B 2025.09		62
Baseline 2026.02		61.88
SAINT 2026.04		61.84
LLaVA-OneVision-7B 2025.05		61.7
H2O 2026.04		61.66
VLGuard 2026.05		61.6
VLGuard 2026.05		61.6
PTP 2025.09		61.4
HyperVL ViTL 2025.12		61.1
EVA(text) 2026.05		61.1
EVA(text) 2026.05		61.1
EVA 2026.05		60.9
EVA 2026.05		60.9
InternVL3 2025.12		60.7
Full Cache 2026.04		60.66
RetentiveKV 2026.04		60.58
SnapKV 2026.04		60.41
Meda 2026.04		60.38
H2O 2026.04		60.36
LOOK-M 2026.04		60.25
SAINT 2026.04		60.21
Vanilla 2026.05		60.1
Vanilla 2026.05		60.1
AndesVL 2025.12		60
PatchFit + CL + CARE 2025.12		59.87
HyperVL 2025.12		59.2
JailGuard 2026.05		59.2
JailGuard 2026.05		59.2
Gemini-1.5-Pro 2025.06		59.1
R1-Onevision-7B 2025.05		59.1
Vanilla 2026.04		58.4
Qwen3-VL 2025.12		58.3
GPT-4V 2025.05		57.1
SCOPE 2026.02		56.86
IDPruner 2026.02		56.49
VisionSelector 2026.02		55.78
VisionZip 2026.02		54.86
Ovis2 2025.12		54.7
HiPrune 2026.02		54.43
Cambrian-1-34B 2025.05		54.2
VisPruner 2026.02		54.01
DASH 2026.04		53.58
DivPrune 2026.02		52.97
DART 2026.02		52.9
DivPrune 2026.04		52.56

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