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Benchmarks
Decision Making on MINIGRID
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60
Success Rate
ReAct with ChatDB memory
18.4
29.2
40
50.8
Jun 12, 2026
Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate
ReAct with ChatDB memory
Reasoning=ReAct, Memor...
2026.06
60
MAD with Base memory
Reasoning=MAD, Memory=...
2026.06
60
MAD with MemoryBank and Reflexion
Reasoning=MAD, Memory=...
2026.06
60
ReAct with Base memory
Reasoning=ReAct, Memor...
2026.06
50
ReAct with MemoryBank and Reflexion
Reasoning=ReAct, Memor...
2026.06
50
None reasoning with Base memory
Reasoning=None, Memory...
2026.06
40
CoT with SimpleMem and Reflexion
Reasoning=CoT, Memory=...
2026.06
40
CoT with Base memory and Self-Refine
Reasoning=CoT, Memory=...
2026.06
30
Plan&Solve with Base memory and Reflexion
Reasoning=Plan&Solve,...
2026.06
20
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