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ResearchFormerly WizWand

Visual Question Answering on GQA (test val)

61.9AccuracyVanilla
40.68446.19251.757.208Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
VanillaVenue=NeurIPS’23, Location=—, Tokens=576, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0461.9
SVD-PruneVenue=CVPR’25, Location=Encoder, Tokens=192, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0459.88
HIREDVenue=AAAI’25, Location=Encoder, Tokens=192, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0458.8
SVD-PruneVenue=—, Location=Encoder, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0458.7
VisionZipVenue=CVPR’25, Location=Encoder, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0457.6
PyramidDropVenue=AAAI’25, Location=LLM, Tokens=192, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0457.3
HIREDVenue=AAAI’25, Location=Encoder, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0457.1
PyramidDropVenue=CVPR’25, Location=LLM, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0457.1
ToMeVenue=ICLR’23, Location=Encoder, Tokens=192, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0454.3
SVD-PruneVenue=—, Location=Encoder, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0453.77
SparseVLMVenue=ICLR’25, Location=LLM, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0453.7
SVD-PruneVenue=—, Location=Encoder, Tokens=32, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0453.52
SVD-PruneVenue=—, Location=Encoder, Tokens=16, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0453.04
FastVVenue=ECCV’24, Location=LLM, Tokens=192, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0452.88
ToMeVenue=ICLR’23, Location=Encoder, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0452.4
VisionZipVenue=CVPR’25, Location=Encoder, Tokens=32, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0451.8
TRIMVenue=arXiv’25, Location=Encoder, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0450.9
HIREDVenue=AAAI’25, Location=Encoder, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0450.6
FastVVenue=ECCV’24, Location=LLM, Tokens=128, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0449.6
ToMeVenue=ICLR’23, Location=Encoder, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0448.6
SparseVLMVenue=ICML’25, Location=LLM, Tokens=32, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0448.3
PyramidDropVenue=CVPR’25, Location=LLM, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0447.5
FastVVenue=ECCV’24, Location=LLM, Tokens=64, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0446.1
ToMeVenue=ICLR’23, Location=Encoder, Tokens=32, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0443.6
FastVVenue=ECCV’24, Location=LLM, Tokens=32, Base Model=LLaVA-1.5-7B, Retraining Status=without retraining2026.0441.5