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Preference evaluation on ImageReward
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34
F1 Score
BLPO
13.2
18.6
24
29.4
Feb 11, 2026
F1 Score
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
Accuracy
BLPO
Judge Model=Llama-4-Sc...
2026.02
34
36
OPRO
Judge Model=Llama-4-Sc...
2026.02
32
34
BLPO
Judge Model=Llama-4-Ma...
2026.02
32
35
APO-image
Judge Model=Llama-4-Sc...
2026.02
31
37
OPRO
Judge Model=Llama-4-Ma...
2026.02
31
33
BLPO
Judge Model=Qwen2.5-VL...
2026.02
29
34
TextGrad
Judge Model=Llama-4-Sc...
2026.02
27
24
TextGrad
Judge Model=Llama-4-Ma...
2026.02
27
29
TextGrad
Judge Model=Qwen2.5-VL...
2026.02
26
28
APO-image
Judge Model=Llama-4-Ma...
2026.02
25
26
OPRO
Judge Model=Qwen2.5-VL...
2026.02
24
27
APO-image
Judge Model=Qwen2.5-VL...
2026.02
23
27
No Optim.
Judge Model=Llama-4-Sc...
2026.02
21
29
No Optim.
Judge Model=Qwen2.5-VL...
2026.02
19
25
No Optim.
Judge Model=Llama-4-Ma...
2026.02
14
22
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