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Visual Question Answering on GQA (testdev)

61.03Overall AccuracyHyperVis
57.057258.088659.1260.1514Jun 4, 2026

Evaluation results

MethodLinks
HyperVisgeometry=hyperbolic, evaluation_mode=LoRA-only2026.0661.0346.5281.8880.9676.164.52
LLaVA-1.5-7B + Eucl. visual relationsgeometry=Euclidean, variant=flat, evaluation_mode=LoRA-only2026.0660.8147.1679.9782.0274.3863.16
LLaVA-1.5-7Bstatus=baseline, evaluation_mode=LoRA-only2026.0660.3846.280.5580.9675.3261.97
LLaVA-1.5-7B + textual SGG tripletsinput_extension=textual SGG triplets, evaluation_mode=LoRA-only2026.0658.86—————
LLaVA-1.5-7B + LoRA onlyrelational_loss=none, evaluation_mode=LoRA-only2026.0657.2142.7280.8680.5167.6757.56