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0.179
A AND B
NSFL
0.14052
0.15051
0.1605
0.17049
Apr 12, 2026
A AND B
A AND B AND C
A AND NOT B
A AND B AND NOT C
A OR B
A OR B OR C
Average mAP@100
Relative Delta (%)
Delta Union
Updated 4d ago
Evaluation Results
Method
Method
Links
A AND B
A AND B AND C
A AND NOT B
A AND B AND NOT C
A OR B
A OR B OR C
Average mAP@100
Relative Delta (%)
Delta Union
NSFL
Model=BLIP-Large
2026.04
0.179
0.127
0.542
0.262
0.73
0.818
44.3
35
0.112
Baseline
Model=SigLIP
2026.04
0.166
0.093
0.282
0.137
0.734
0.765
36.3
-
-
NSFL
Model=SigLIP
2026.04
0.155
0.086
0.461
0.167
0.753
0.826
40.8
12
0.012
Baseline
Model=BLIP-Large
2026.04
0.142
0.107
0.323
0.154
0.622
0.622
32.8
-
-
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