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Visual Question Answering on ImageNet

60.5Normalized AccuracyTARA-Variant A
42.92447.48752.0556.613Mar 27, 2026

Evaluation results

MethodLinks
TARA-Variant ABackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.0360.5—
TARA-Variant BBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.0359.6—
TIESBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.0354.8—
AdaMergingBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-based2026.0347—
KnOTS-TIESBackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.0344.8—
TABackbone=LLaVA, Adapter Rank=16, Optimization Strategy=gradient-free2026.0343.6—
FinetunedBackbone=LLaVA, Adapter Rank=162026.03—96