Embodied Interaction on ALFWorld

94.78Success Rate

Neuro-Symbolic Dual Memory Framework

Updated 3mo ago

Evaluation Results

Method
Neuro-Symbolic Dual Memory Framework 2026.04	94.78	-	-
AWM 2026.04	88.81	-	-
ExpeL 2026.04	85.07	-	-
WALL-E 2.0 2026.04	82.84	-	-
Reflexion 2026.04	82.66	-	-
ReAct 2026.04	76.87	-	-
ADaPT 2026.04	72.39	-	-
StateAct 2026.04	63.43	-	-
AgeMem 2026.01	48.97	54.31	-
Mem0 2026.01	41.17	44.7	-
AgeMem 2026.01	41.07	41.96	-
LangMem 2026.01	40.89	43.25	-
No-Memory 2026.01	38.51	43.97	-
LangMem 2026.01	38.27	34.23	-
AgeMem-noRL 2026.01	38.02	45.59	-
AgeMem-noRL 2026.01	37.9	33.43	-
Mem0 2026.01	37.49	37.14	-
Mem0g 2026.01	36.69	41.95	-
Mem0g 2026.01	35.34	36.31	-
A-Mem 2026.01	34.68	36.78	-
A-Mem 2026.01	34.31	45.74	-
No-Memory 2026.01	27.16	28.05	-
SFT 2025.07	-	-	63.4
Tree DPO 2025.07	-	-	65.7
MCTS 2025.07	-	-	68.7