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Visual Instruction Tuning on LLaVA Evaluation Suite 1.5 (test)
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68.5
Average Score
LoRA
66.316
66.883
67.45
68.017
Aug 28, 2024
Dec 10, 2024
Mar 25, 2025
Jul 8, 2025
Oct 21, 2025
Feb 3, 2026
May 19, 2026
Average Score
GQA
SQA
VQAT
POPE
Updated 9d ago
Evaluation Results
Method
Method
Links
Average Score
GQA
SQA
VQAT
POPE
LoRA
Backbone=LLaVA1.5-7B,...
2024.08
68.5
62.4
68.5
56.9
86
RoAd1 + LoRA
Backbone=LLaVA1.5-7B,...
2024.08
68.5
62.5
68.2
57.4
85.8
DoRA
Params=4.63%
2026.05
67.6
-
-
-
-
FURA
Params=1.37%
2026.05
67.6
-
-
-
-
LoRA
Params=4.61%
2026.05
66.9
-
-
-
-
Full FT
Params=100%
2026.05
66.5
-
-
-
-
RoAd4
Backbone=LLaVA1.5-7B,...
2024.08
66.4
60
66.9
53.3
85.5
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