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Embodied Instruction Following on Alfworld

96.3Progress RateExplicit RM
63.64472.12280.689.078Feb 25, 2025

Evaluation results

MethodLinks
Explicit RMInference Strategy=Beam Search, Beam Search Weights (W1, W2)=W1 = 5, W2 = 52025.0296.3
Explicit RMInference Strategy=Best-of-52025.0294.8
ImplicitPRMInference Strategy=Best-of-52025.0294.8
QLASS2025.0282.8
StepAgent2025.0276.1
ETO2025.0273.4
SPIN2025.0271.9
Greedy Search2025.0271.6
NAT2025.0268.3
gpt-4o2025.0266.4
LLM-as-a-judgeInference Strategy=Best-of-52025.0264.9