Query-Answering on PersonaMem 1M context length
72Query-Answering AccuracyTreeMem
Evaluation results
| Method | Links | |
|---|---|---|
| TreeMemBackbone=Llama2026.05 | 72 | |
| TreeMemBackbone=Qwen2026.05 | 71 | |
| CoMAMBackbone=Llama2026.03 | 69 | |
| CoMAMBackbone=Llama2026.05 | 69 | |
| CoMAMBackbone=Qwen2026.03 | 66 | |
| CoMAMBackbone=Qwen2026.05 | 66 | |
| Mem-αBackbone=Llama2026.05 | 63 | |
| Mem-αBackbone=Qwen2026.05 | 62 | |
| Mem1Backbone=Llama2026.03 | 61 | |
| Mem1Backbone=Llama2026.05 | 61 | |
| Memory-R1Backbone=Qwen2026.03 | 60 | |
| Memory-R1Backbone=Llama2026.03 | 60 | |
| Memory-R1Backbone=Qwen2026.05 | 60 | |
| Memory-R1Backbone=Llama2026.05 | 60 | |
| Mem1Backbone=Qwen2026.03 | 58 | |
| Mem1Backbone=Qwen2026.05 | 58 | |
| Mem0Backbone=Qwen2026.05 | 56 | |
| Mem0Backbone=Llama2026.05 | 54 | |
| CAMBackbone=Qwen2026.03 | 45 | |
| A-MemBackbone=Qwen2026.03 | 45 | |
| CAMBackbone=Qwen2026.05 | 45 | |
| A-MemBackbone=Qwen2026.05 | 45 | |
| MemoryBankBackbone=Qwen2026.03 | 44 | |
| MemoryBankBackbone=Qwen2026.05 | 44 | |
| CAMBackbone=Llama2026.03 | 43 | |
| CAMBackbone=Llama2026.05 | 43 | |
| RAGBackbone=Qwen2026.03 | 41 | |
| RAGBackbone=Qwen2026.05 | 41 | |
| MemoryBankBackbone=Llama2026.03 | 39 | |
| MemoryBankBackbone=Llama2026.05 | 39 | |
| BaseBackbone=Qwen2026.03 | 38 | |
| BaseBackbone=Qwen2026.05 | 38 | |
| RAGBackbone=Llama2026.03 | 36 | |
| A-MemBackbone=Llama2026.03 | 36 | |
| RAGBackbone=Llama2026.05 | 36 | |
| A-MemBackbone=Llama2026.05 | 36 | |
| BaseBackbone=Llama2026.03 | 32 | |
| BaseBackbone=Llama2026.05 | 32 |