Query Answering on PersonaMem 32K context length
90Query-Answering AccuracyElasticMem
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ElasticMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 90 | 528 | |
| ElasticMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 74 | 528 | |
| MemGenBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 70 | 502 | |
| TreeMemBackbone=Qwen2026.05 | 69 | — | |
| LangMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 68 | 1,359 | |
| CoMAMBackbone=Qwen2026.03 | 64 | — | |
| CoMAMBackbone=Qwen2026.05 | 64 | — | |
| TreeMemBackbone=Llama2026.05 | 64 | — | |
| M+Backbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 64 | 447 | |
| CoMAMBackbone=Llama2026.03 | 62 | — | |
| Mem-αBackbone=Qwen2026.05 | 62 | — | |
| CoMAMBackbone=Llama2026.05 | 62 | — | |
| MemGenBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 62 | 502 | |
| Mem1Backbone=Qwen2026.03 | 59 | — | |
| Mem1Backbone=Qwen2026.05 | 59 | — | |
| Memory-R1Backbone=Qwen2026.03 | 58 | — | |
| Memory-R1Backbone=Qwen2026.05 | 58 | — | |
| Mem-αBackbone=Llama2026.05 | 58 | — | |
| Memory-R1Backbone=Llama2026.03 | 57 | — | |
| Memory-R1Backbone=Llama2026.05 | 57 | — | |
| Mem1Backbone=Llama2026.03 | 56 | — | |
| Mem0Backbone=Qwen2026.05 | 56 | — | |
| Mem1Backbone=Llama2026.05 | 56 | — | |
| M+Backbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 56 | 447 | |
| AutoCompressorBackbone=Qwen2.5-7B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 56 | 717 | |
| Mem0Backbone=Llama2026.05 | 55 | — | |
| Mem0Backbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 54 | 794 | |
| CAMBackbone=Qwen2026.03 | 53 | — | |
| CAMBackbone=Qwen2026.05 | 53 | — | |
| MemoryBankBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 53 | 2,639 | |
| A-MEMBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 52 | 9,731 | |
| LightMemBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 52 | 864 | |
| MemoryOSBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 52 | 4,695 | |
| MemPBackbone=Qwen2.5-7B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 52 | 11,964 | |
| MemoryBankBackbone=Qwen2026.03 | 51 | — | |
| MemoryBankBackbone=Qwen2026.05 | 51 | — | |
| A-MemBackbone=Qwen2026.03 | 50 | — | |
| A-MemBackbone=Qwen2026.05 | 50 | — | |
| MemoryBankBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 50 | 2,473 | |
| RAGBackbone=Qwen2026.03 | 48 | — | |
| CAMBackbone=Llama2026.03 | 48 | — | |
| RAGBackbone=Qwen2026.05 | 48 | — | |
| CAMBackbone=Llama2026.05 | 48 | — | |
| A-MEMBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 48 | 4,899 | |
| MemoryOSBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 48 | 4,419 | |
| AutoCompressorBackbone=Qwen2.5-3B-Instruct, Memory Space=Latent-Space, Few-shot setting=no-few-shot-example2026.05 | 48 | 717 | |
| A-MemBackbone=Llama2026.03 | 46 | — | |
| A-MemBackbone=Llama2026.05 | 46 | — | |
| LightMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 46 | 851 | |
| MemoryBankBackbone=Llama2026.03 | 45 | — | |
| MemoryBankBackbone=Llama2026.05 | 45 | — | |
| RAGBackbone=Llama2026.03 | 43 | — | |
| RAGBackbone=Llama2026.05 | 43 | — | |
| Mem0Backbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 42 | 778 | |
| MemPBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 42 | 12,002 | |
| BaseBackbone=Qwen2026.03 | 41 | — | |
| BaseBackbone=Qwen2026.05 | 41 | — | |
| LangMemBackbone=Qwen2.5-3B-Instruct, Memory Space=Text-Space, Few-shot setting=no-few-shot-example2026.05 | 40 | 675 | |
| BaseBackbone=Llama2026.03 | 35 | — | |
| BaseBackbone=Llama2026.05 | 35 | — |