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ResearchFormerly WizWand

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

92.2AccuracyLoRA-all
26.6843.6960.777.71Jun 28, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LoRA-allBackbone=Qwen2.5-VL-7B, Trainable Parameters=2.97M2026.0692.2
(IA)3Backbone=Qwen2.5-VL-7B, Trainable Parameters=668.5K2026.0691.9
(IA)3Backbone=Qwen2.5-VL-3B, Trainable Parameters=524.2K2026.0691.7
LoRA-allBackbone=Qwen2.5-VL-3B, Trainable Parameters=2.32M2026.0691.6
LoRA-allBackbone=LLaVA-13B, Trainable Parameters=4.06M2026.0685.2
(IA)3Backbone=LLaVA-7B, Trainable Parameters=663.6K2026.0684.8
(IA)3Backbone=LLaVA-13B, Trainable Parameters=1.01M2026.0683.9
ScAle (attn)Backbone=Qwen2.5-VL-7B, Trainable Parameters=7842026.0683.8
LoRA-lastBackbone=Qwen2.5-VL-7B, Trainable Parameters=90.1K2026.0683.7
LoRA-allBackbone=LLaVA-7B, Trainable Parameters=2.65M2026.0681.9
ScAle (attn)Backbone=Qwen2.5-VL-3B, Trainable Parameters=5762026.0675.8
FrozenBackbone=Qwen2.5-VL-7B, Trainable Parameters=02026.0673.7
LoRA-lastBackbone=Qwen2.5-VL-3B, Trainable Parameters=52.0K2026.0668.8
ScAle (attn)Backbone=LLaVA-7B, Trainable Parameters=1.0K2026.0668.6
FrozenBackbone=Qwen2.5-VL-3B, Trainable Parameters=02026.0663.7
ScAle (attn)Backbone=LLaVA-13B, Trainable Parameters=1.6K2026.0662
LoRA-lastBackbone=LLaVA-13B, Trainable Parameters=97.8K2026.0643.5
FrozenBackbone=LLaVA-13B, Trainable Parameters=02026.0636.7
FrozenBackbone=LLaVA-7B, Trainable Parameters=02026.0629.3
LoRA-lastBackbone=LLaVA-7B, Trainable Parameters=78.1K2026.0629.2