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Vision-and-Language Navigation on Large Real-Floor-Plan Environments

0.87SPLOurs
-0.03480.20010.4350.6699Jan 10, 2026

Evaluation results

MethodLinks
OursEnvironment=L-Shape2026.010.87100
OursEnvironment=H-Shape2026.010.82100
Frontier ExplorationEnvironment=H-Shape2026.010.74100
OursEnvironment=Overall2026.010.7497
Frontier ExplorationEnvironment=Overall2026.010.65100
Frontier ExplorationEnvironment=L-Shape2026.010.64100
Frontier ExplorationEnvironment=Offices2026.010.56100
OursEnvironment=Offices2026.010.5390
NavGPTEnvironment=L-Shape2026.010.2950
NavGPTEnvironment=Offices2026.010.240
NavGPTEnvironment=Overall2026.010.1933
NavGPTEnvironment=H-Shape2026.010.110
LLM OnlyEnvironment=L-Shape2026.010.0930
LLM OnlyEnvironment=H-Shape2026.010.0520
LLM OnlyEnvironment=Overall2026.010.0517
LLM OnlyEnvironment=Offices2026.0100