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Multimodal Understanding on LLaVA-Bench In-the-Wild

5.833AccuracyILVAD
5.2095.3715.5335.695May 20, 2026

Evaluation results

MethodLinks
ILVADBackbone=LLaVA-1.5-7B, τ=5, α=5, Decoding=Greedy2026.055.8336.1336.867
ILVADBackbone=Qwen2-VL-7B, τ=5, α=5, Decoding=Greedy2026.055.5585.946.197
ILVADBackbone=LLaVA-NeXT-7B, τ=5, α=3, Decoding=Greedy2026.055.4676.6337.633
LLaVA-1.5-7BDecoding=Greedy2026.055.455.8337.017
LLaVA-NeXT-7BDecoding=Greedy2026.055.46.4177.767
Qwen2-VL-7BDecoding=Greedy2026.055.2335.9926.11