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Long-horizon Question Answering on LoCoMo

0.2568Multi-Hop RGE-LMemWeaver
0.008240.072770.13730.20183Jan 26, 2026

Evaluation results

MethodLinks
MemWeaverModel=GPT-4o-mini2026.010.25680.46510.49980.76030.22440.42710.40820.546311
LoCoMoModel=GPT-4o-mini2026.010.24880.45780.23090.40560.16650.40090.39770.51852.252.5
A-MemModel=GPT-4o-mini2026.010.22410.45440.38380.67860.13930.36890.35750.50732.752.75
MemWeaverModel=Qwen2.5-1.5B2026.010.21290.47660.44670.72690.18810.43410.34040.486711
MemWeaverModel=Llama3.2-3B2026.010.20220.38820.19410.34530.11370.29350.34260.446111.75
A-MemModel=Llama3.2-3B2026.010.19050.38510.15430.30570.07730.30470.2890.417221.75
A-MemModel=Qwen2.5-1.5B2026.010.14690.36910.24320.60230.10930.37220.21630.38442.52
MemWeaverModel=Llama3.2-1B2026.010.13990.34080.26710.58690.15170.4060.23920.368311.5
A-MemModel=Llama3.2-1B2026.010.11530.35170.17350.50990.13740.42880.20290.34462.251.5
LoCoMoModel=Llama3.2-1B2026.010.11060.30650.15540.46560.13230.37840.14630.31553.253.25
LoCoMoModel=Qwen2.5-1.5B2026.010.10420.29680.07450.25590.12120.35660.1270.301433.75
ReadAgentModel=GPT-4o-mini2026.010.09450.28670.13120.45070.05760.26720.09920.267844.5
LoCoMoModel=Llama3.2-3B2026.010.09010.27330.07450.18840.07350.28760.12310.263334
ReadAgentModel=Qwen2.5-1.5B2026.010.07140.2820.02810.27270.12630.35130.07880.263344.25
ReadAgentModel=Llama3.2-1B2026.010.06490.29260.04620.26450.14290.39190.08030.26443.54
MemoryBankModel=Qwen2.5-1.5B2026.010.0570.31330.03020.18830.04750.31220.08110.31844.54
MemoryBankModel=GPT-4o-mini2026.010.05080.32250.04210.2610.05060.32790.06920.320454.25
MemoryBankModel=Llama3.2-3B2026.010.03850.31530.01520.19650.03080.3210.05290.31684.52.5
MemoryBankModel=Llama3.2-1B2026.010.03680.29620.01580.17250.04510.3130.0520.263954.75
ReadAgentModel=Llama3.2-3B2026.010.01780.1740.03010.12020.05220.19630.02510.14634.55