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ResearchFormerly WizWand

Spatial Reasoning on SpatialEval Spatial-Map (20% train)

93.4Accuracy (Spatial-Map)LoRA-all
19.87238.96158.0577.139Jun 28, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LoRA-allBackbone=Qwen2.5-VL-7B, Trainable Parameters=2.97M2026.0693.4
LoRA-allBackbone=Qwen2.5-VL-3B, Trainable Parameters=2.32M2026.0691.7
(IA)3Backbone=Qwen2.5-VL-7B, Trainable Parameters=668.5K2026.0691.6
(IA)3Backbone=Qwen2.5-VL-3B, Trainable Parameters=524.2K2026.0688.6
LoRA-allBackbone=LLaVA-13B, Trainable Parameters=4.06M2026.0686.8
LoRA-allBackbone=LLaVA-7B, Trainable Parameters=2.65M2026.0683.2
(IA)3Backbone=LLaVA-7B, Trainable Parameters=663.6K2026.0680.7
(IA)3Backbone=LLaVA-13B, Trainable Parameters=1.01M2026.0680.7
ScAle (attn)Backbone=Qwen2.5-VL-7B, Trainable Parameters=7842026.0676.8
LoRA-lastBackbone=Qwen2.5-VL-7B, Trainable Parameters=90.1K2026.0674.1
ScAle (attn)Backbone=Qwen2.5-VL-3B, Trainable Parameters=5762026.0666.8
FrozenBackbone=Qwen2.5-VL-7B, Trainable Parameters=02026.0666.3
FrozenBackbone=Qwen2.5-VL-3B, Trainable Parameters=02026.0651.7
ScAle (attn)Backbone=LLaVA-13B, Trainable Parameters=1.6K2026.0651.5
LoRA-lastBackbone=Qwen2.5-VL-3B, Trainable Parameters=52.0K2026.0646.2
ScAle (attn)Backbone=LLaVA-7B, Trainable Parameters=1.0K2026.0645
LoRA-lastBackbone=LLaVA-13B, Trainable Parameters=97.8K2026.0628.3
FrozenBackbone=LLaVA-13B, Trainable Parameters=02026.0628
LoRA-lastBackbone=LLaVA-7B, Trainable Parameters=78.1K2026.0624.3
FrozenBackbone=LLaVA-7B, Trainable Parameters=02026.0622.7