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Vision-and-Language Navigation on SmartWay

38.7Success Rate (SR)SmartWay
29.3431.7734.236.63Jun 29, 2026

Evaluation results

MethodLinks
SmartWayOptimizer=AFlow†, Surviving change (axis)=Progress-tracker wired to evaluator (leak) + stall hint (topology, state)2026.0638.79
SmartWayOptimizer=ADAS, Surviving change (axis)=Plurality-vote planner (n=3) + Stop-Gate (model-cfg, topology)2026.0633.74
SmartWayOptimizer=KDLoop, Surviving change (axis)=STOP-lexicon history accumulator (state-mem)2026.06311.3
SmartWayOptimizer=Baseline2026.0629.7—