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ResearchFormerly WizWand

Vision-Language Understanding on Naturalbench

13.2General ScoreSemDeDup
11.01611.58312.1512.717May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SemDeDupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0513.2
MAGICTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0513.2
ICONSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0512.8
EL2NTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0512.5
Full-FinetuneTraining Budget=100%, Backbone=LLaVA-1.5-13B2026.0512.4
COINCIDETraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0512.1
RDSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0512
Self-SupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.8
CLIP-ScoreTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.6
Self-FilterTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.5
PerplexityTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.4
D2-PruningTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.3
RandomTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.0511.1