Multiple-choice Query Answering on PersonaMem (Average)
72AccuracyTreeMem
Evaluation Results
| Method | Links | |
|---|---|---|
| TreeMemBackbone=Qwen2026.05 | 72 | |
| TreeMemBackbone=Llama2026.05 | 70 | |
| CoMAMBackbone=Qwen2026.05 | 67 | |
| CoMAMBackbone=Llama2026.05 | 66 | |
| Mem-αBackbone=Qwen2026.05 | 64 | |
| Mem-αBackbone=Llama2026.05 | 62 | |
| Memory-R1Backbone=Qwen2026.05 | 59 | |
| Memory-R1Backbone=Llama2026.05 | 59 | |
| Mem1Backbone=Qwen2026.05 | 58 | |
| Mem1Backbone=Llama2026.05 | 58 | |
| Mem0Backbone=Qwen2026.05 | 56 | |
| Mem0Backbone=Llama2026.05 | 53 | |
| CAMBackbone=Qwen2026.05 | 49 | |
| MemoryBankBackbone=Qwen2026.05 | 47 | |
| A-MemBackbone=Qwen2026.05 | 46 | |
| RAGBackbone=Qwen2026.05 | 45 | |
| CAMBackbone=Llama2026.05 | 45 | |
| MemoryBankBackbone=Llama2026.05 | 42 | |
| A-MemBackbone=Llama2026.05 | 40 | |
| BaseBackbone=Qwen2026.05 | 39 | |
| RAGBackbone=Llama2026.05 | 39 | |
| BaseBackbone=Llama2026.05 | 33 |