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Visual Planning on MAZE

74.5EMVPRL
-2.35617.59737.5557.503May 16, 2025

Evaluation results

MethodLinks
VPRLInput=Image, Output=Image, post-trained=true, backbone=LVM-7B2025.0574.577.6
Qwen 2.5-VL-Instruct-7B (SFT)Input=Text + Image, Output=Text, post-trained=true2025.0560.970.3
VPFTInput=Image, Output=Image, post-trained=true, backbone=LVM-7B2025.055964
Gemini 2.5 Pro (think)Input=Text + Image, Output=Text2025.0521.535.5
Gemini 2.0 Flash (Direct)Input=Text + Image, Output=Text2025.058.331.4
Gemini 2.0 Flash (CoT)Input=Text + Image, Output=Text2025.056.929.8
Qwen 2.5-VL-Instruct-7B (CoT)Input=Text + Image, Output=Text2025.052.315.2
Qwen 2.5-VL-Instruct-7B (Direct)Input=Text + Image, Output=Text2025.050.614.5