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Benchmarks
Multimodal Instruction Tuning on LLaVA-665K
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100.2
Relative Score
VisNec
88.864
91.807
94.75
97.693
Mar 1, 2026
Relative Score
Updated 3mo ago
Evaluation Results
Method
Method
Links
Relative Score
VisNec
Selection Time=12.0 GP...
2026.03
100.2
Full Finetune
Selection Time=–, Fine...
2026.03
100
PreSel
Selection Time=9.0 GPU...
2026.03
97.7
Coido
Selection Time=25.0 GP...
2026.03
97.7
XMAS
Selection Time=36.0 GP...
2026.03
97.3
COINCIDE
Selection Time=55.5 GP...
2026.03
95.8
Self-Filter
Selection Time=73.5 GP...
2026.03
89.3
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