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ResearchFormerly WizWand

Visual Language Understanding on MME v1 (full)

1,657.9ScoreMAGIC
1,071.2361,223.5431,375.851,528.157May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MAGICTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,657.9
COINCIDETraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,495.6
ICONSTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,485.7
RandomTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,483
FullTraining Data Fraction=100%, Backbone=LLaVA-1.5-7B2026.051,476.9
DataTailorTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,476.1
COIDOTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,450.2
EL2NTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,439.5
D2-PruningTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,391.2
SemDeDupTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,376.9
PerplexityTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,341.4
Self-SepTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,335.9
CLIP-ScoreTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,331.6
Self-FilterTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,306.2
RDSTraining Data Fraction=20%, Backbone=LLaVA-1.5-7B2026.051,093.8