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Vision-and-Language Navigation on MapGPT

54.5Success RateMapGPT
46.59648.64850.752.752Jun 29, 2026

Evaluation results

MethodLinks
MapGPTOptimizer=AFlow, Surviving change (axis)=Stop/anti-revisit rules + elevation deadband (prompt, obs)2026.0654.57.6
MapGPTOptimizer=KDLoop, Surviving change (axis)=Heading-band action gate + stop after 3→5 (obs, control)2026.06547.1
MapGPTOptimizer=ADAS, Surviving change (axis)=Step-Back distill + STOP-advisor wire + landmark gate (state-mem, topology)2026.0649.12.2
MapGPTOptimizer=Baseline2026.0646.9—