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Multimodal Question Answering on MMBench English
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70.45
MMBen
CoVFT
64.054
65.7145
67.375
69.0355
Mar 22, 2026
MMBen
Updated 25d ago
Evaluation Results
Method
Method
Links
MMBen
CoVFT
Backbone=LLaVA-1.5-13B
2026.03
70.45
BitFit
Backbone=LLaVA-1.5-13B
2026.03
70.02
Freeze
Backbone=LLaVA-1.5-13B
2026.03
69.93
Full fine-tuning
Backbone=LLaVA-1.5-13B
2026.03
68.56
CoVFT
Backbone=LLaVA-1.5-7B
2026.03
68.13
Freeze
Backbone=LLaVA-1.5-7B
2026.03
67.87
LLaVA-1.5
Backbone=LLaVA-1.5-13B
2026.03
67.7
Full fine-tuning
Backbone=LLaVA-1.5-7B
2026.03
67.44
LoRA
Backbone=LLaVA-1.5-7B
2026.03
67.44
BitFit
Backbone=LLaVA-1.5-7B
2026.03
67.27
VPT
Backbone=LLaVA-1.5-7B
2026.03
67.1
SVPT
Backbone=LLaVA-1.5-7B
2026.03
66.58
LLaVA-1.5
Backbone=LLaVA-1.5-7B
2026.03
64.3
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