ResearchBenchmarksInteractive Instruction Following on ALFWorld (train)Follow90Success RateProcMEM28.84844.72460.676.476Feb 2, 2026Evaluation ResultsMethodMethodLinksSuccess RateProcMEM2026.0290AWM2026.0270G-Memory2026.0268.1Expel2026.0268CoT2026.0260ReAct2026.0258A-MEM2026.0252RAG2026.0248State2026.0231.2