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Multi-modal Understanding on MMBench EN (Accuracy)

93.53Accuracy

MaLoRA

Updated 1mo ago

Evaluation Results

Method	Links
MaLoRA 2025.10		93.53
MaLoRA 2025.10		92.84
LoRA 2025.10		92.03
Base 2025.10		91.34
Base 2025.10		90.3
LoRA 2025.10		90.18
QLoRA 2025.10		89.03
QLoRA 2025.10		88.91
Ours:base Qwen2.5 2025.08		88.54
InternVL2.5-78B 2024.12		88.3
InternVL2-40B 2024.12		86.8
Qwen2.5-VL 2025.08		86.61
InternVL2.5-38B 2024.12		86.5
Qwen2-VL-72B 2024.12		86.5
InternVL2-Llama3-76B 2024.12		86.5
LLaVA-OV 2025.08		85.9
LLaVA-OneVision-72B 2024.12		85.8
Qwen2.5-VL 2025.08		85.55
InternVL3.5-38B 2026.05		85.47
InternVL2.5-26B 2024.12		85.4
F3A 2026.05		85.21
VisionZip 2026.05		85.01
SenseNova-SI 2025.11		84.9
FastV 2026.05		84.79
InternVL2.5-8B 2025.12		84.6
InternVL2.5-8B 2024.12		84.6
Qwen3-VL-8B 2025.11		84.6
DivPrune 2026.05		84.55
Qwen2.5-VL 2025.08		84.45
CDPruner 2026.05		84.36
VisionZip 2026.05		84.01
FastV 2026.05		83.93
F3A 2026.05		83.93
DivPrune 2026.05		83.76
Qwen2.5-VL-7B 2025.12		83.5
SenseNova-SI 2025.11		83.5
CDPruner 2026.05		83.42
InternVL2-26B 2024.12		83.4
GPT-4o-20240513 2024.12		83.4
SenseNova-SI 2025.11		83.4
InternVL-2 2025.08		83.4
VST-7B-SFT 2025.11		83.3
GPT-4o 2025.08		83.1
Qwen2-VL-7B 2025.12		83
Qwen2-VL-7B 2024.12		83
Bagel-7B-MoT 2025.11		82.8
MaLoRA 2025.10		82.8
Claude-3.5-Sonnet 2024.12		82.6
InternVL-Chat-V1.5 2024.12		82.2
F3A 2026.05		81.92
CoT4DET-7B 2025.12		81.9
Qwen2.5-Omni 2025.08		81.8
CDPruner 2026.05		81.8
VisionZip 2026.05		81.73
InternVL2-8B 2025.12		81.7
InternVL2-8B 2024.12		81.7
InternVL3-8B 2025.11		81.7
InternVL-2 2025.08		81.7
DivPrune 2026.05		81.62
MiniCPM-V2.6 2024.12		81.5
FastV 2026.05		81.37
InternVL2.5-4B 2024.12		81.1
GPT-4V 2024.12		81
QLoRA 2025.10		80.95
LLaVA-OV-7B 2025.12		80.8
LLaVA-OV 2025.08		80.8
Cambrian-34B 2024.12		80.4
Cambrian-S-7B 2025.11		80.4
LoRA 2025.10		80.25
InternVL3-2B 2025.11		79.7
SenseNova-SI 2025.11		78.9
InternVL2-4B 2024.12		78.6
Qwen-VL-Max 2025.08		77.6
Phi-3.5-Vision-4B 2024.12		76
GPT-4V 2025.08		75
Qwen2-VL-2B 2024.12		74.9
InternVL2.5-2B 2024.12		74.7
DPVR-PC 2026.06		74.2
DPVR-KV 2026.06		74.1
Gemini-1.5-Pro 2024.12		73.9
DPVR-LF 2026.06		73.8
Vanilla LLaVA-1.5-7B 2026.06		73.7
LoRA 2026.06		73.4
FastV 2026.06		73.3
InternVL2-2B 2024.12		73.2
LoRA 2026.06		72.7
Base 2025.10		72.52
VITA1.5 2025.08		71.8
InternVL2.5-1B 2024.12		70.7
Vanilla 2025.11		68.3
FullFT 2026.06		66
InternVL2-1B 2024.12		65.4
Vanilla 2025.11		64.2
Claude-3-Opus 2024.12		63.3
LLaVA-OneVision-0.5B 2024.12		61.6
KL+PD 2025.11		32.7
SINEPROJECT(PO+PD) 2025.11		26.4
PO+PD 2025.11		26
KL+PD 2025.11		24.7
SINEPROJECT(PO+PD) 2025.11		24.1

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