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ResearchFormerly WizWand

Multimodal Evaluation on Vision-Flan Multimodal Suite

115.8Relative ScoreVisNec
87.09694.548102109.452Mar 10, 2025May 8, 2025Jul 6, 2025Sep 4, 2025Nov 2, 2025Dec 31, 2025Mar 1, 2026
Updated 8mo ago

Evaluation results

MethodLinks
VisNecBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.03115.8
CoIDOBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.03103.6
ICONSBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.03103.2
PreSelBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.03100.6
PreSelReq. Inst.=15%, Sel. Inst.=28K2025.03100.1
LLaVA-1.5-7BReq. Inst.=100%, Sel. Inst.=186K2025.03100
Full-Data(186K)Backbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=100%2026.03100
COINCIDEReq. Inst.=100%, Sel. Inst.=28K2025.0397.1
COINCIDEBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0397.1
XMASBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0396.9
RandomBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0396.7
RandomReq. Inst.=15%, Sel. Inst.=28K2025.0396.1
EL2NReq. Inst.=100%, Sel. Inst.=28K2025.0395.2
EL2NBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0395.2
Self-FilterBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0395
Self-FilterReq. Inst.=100%, Sel. Inst.=28K2025.0394.2
CLIP-ScoreReq. Inst.=100%, Sel. Inst.=28K2025.0392.2
CLIP-ScoreBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0392.2
TypiClustReq. Inst.=15%, Sel. Inst.=28K2025.0392
TypiClustBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0392
IFDBackbone=LLaVA-v1.5-7B, Training Dataset=Vision-Flan-186K, Sampling Ratio=15% (28K)2026.0391.6
IFDReq. Inst.=100%, Sel. Inst.=28K2025.0390
PerplexityReq. Inst.=100%, Sel. Inst.=28K2025.0388.2