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ResearchFormerly WizWand

Object-Property Induction on VL-ICL Bench OP_IND

89.4AccuracyQwen2.5-VL-7B-Instruct
2.0424.7247.470.08Jun 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Qwen2.5-VL-7B-InstructVL-Data=-NA-, Params trained=8B, TTA=FT≤302025.0689.4
Qwen2.5-VL-7B-InstructVL-Data=-NA-, Params trained=8B, TTA=ICL2025.0684.2
Qwen2-VL-7B-InstructVL-Data=-NA-, Params trained=8B, TTA=ICL2025.0669.6
LLaVA-OneVision-72BVL-Data=10.4M, Params trained=73.2B, TTA=ICL2025.0669.1
LAQ-7B + MAPDVL-Data=1.3M, Params trained=24M, TTA=FT≤302025.0647.7
LLaVA-OneVision-7BVL-Data=10.4M, Params trained=8B, TTA=FT≤302025.0646.1
LLaVA-OneVision-7BVL-Data=10.4M, Params trained=8B, TTA=ICL2025.0641.7
LAQ-7B + In-ContextPDVL-Data=1.3M, Params trained=24M, TTA=FT≤302025.0630.9
LAQ-7B + In-ContextPDVL-Data=1.3M, Params trained=24M, TTA=ICL2025.0620.6
LLaVA-Next-7BVL-Data=1.3M, Params trained=7.06B, TTA=FT≤302025.0613.4
LLaVA v1.5-7BVL-Data=1.2M, Params trained=7B, TTA=FT≤302025.0611.4
LAQ-7B + MAPDVL-Data=1.3M, Params trained=24M, TTA=ICL2025.069.6
LLaVA v1.5-7BVL-Data=1.2M, Params trained=7B, TTA=ICL2025.065.4
LLaVA-Next-7BVL-Data=1.3M, Params trained=7.06B, TTA=ICL2025.065.4