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Multi-image Understanding on NLVR2 (test)

87.3Accuracyattention-masking strategy
5.55626.7784869.222Jan 12, 2026

Evaluation results

MethodLinks
attention-masking strategybackbone=LLaVA-OV-7B, attention masking=true2026.0187.3
LLaVA-OV-7B2026.0184.2
procedural data-generation strategybackbone=LLaVA-OV-0.5B, attention masking=false2026.0168
attention-masking strategybackbone=LLaVA-OV-0.5B, attention masking=true2026.0165.1
LLaVA-OV-0.5B2026.0161.2
Qwen2VL-2B2026.0141.6
Qwen2VL-7B2026.0141.5
InternVL2-2B2026.0118.9
InternVL2-8B2026.018.7