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Benchmarks
Single-Agent Household Planning on ALFWorld (In-domain)
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91.4
Success Rate
MAGE
20.68
39.04
57.4
75.76
Mar 4, 2026
Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate
MAGE
Category=Meta-RL
2026.03
91.4
LAMER
Category=Meta-RL
2026.03
89.8
GiGPO
Category=RL
2026.03
88.3
GRPO
Category=RL
2026.03
83.6
Reflexion
Category=In-Context Le...
2026.03
39.1
A-MEM
Category=Memory-based
2026.03
37.5
Memento
Category=Memory-based
2026.03
33.6
ReAct
Category=In-Context Le...
2026.03
23.4
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