Dialogue-Style Memory Reasoning on LongMemEval
65.92EMREAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| REALModel=DeepSeek-V3, Memory Category=Graph-Based Memory Baselines2026.06 | 65.92 | 78.58 | |
| REALModel=LLaMA-3.3-70B-Instruct, Memory Category=Graph-Based Memory Baselines2026.06 | 62.78 | 76.05 | |
| Mem0gModel=DeepSeek-V3, Memory Category=Graph-Based Memory Baselines2026.06 | 60.8 | 73.67 | |
| REALModel=Qwen3-32B, Memory Category=Graph-Based Memory Baselines2026.06 | 60.14 | 73.49 | |
| A-MEMModel=DeepSeek-V3, Memory Category=Graph-Based Memory Baselines2026.06 | 59.63 | 72.57 | |
| A-MEMModel=LLaMA-3.3-70B-Instruct, Memory Category=Graph-Based Memory Baselines2026.06 | 59.08 | 72.17 | |
| Mem0Model=DeepSeek-V3, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 58.73 | 71.28 | |
| Mem0gModel=LLaMA-3.3-70B-Instruct, Memory Category=Graph-Based Memory Baselines2026.06 | 57.88 | 70.97 | |
| A-MEMModel=Qwen3-32B, Memory Category=Graph-Based Memory Baselines2026.06 | 57.69 | 70.45 | |
| Mem0Model=LLaMA-3.3-70B-Instruct, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 56.58 | 69.91 | |
| Mem0gModel=Qwen3-32B, Memory Category=Graph-Based Memory Baselines2026.06 | 56.48 | 69.35 | |
| Mem0Model=Qwen3-32B, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 55.23 | 68.2 | |
| Vanilla Memory GraphModel=DeepSeek-V3, Memory Category=Graph-Based Memory Baselines2026.06 | 54.2 | 66.08 | |
| MemGPTModel=DeepSeek-V3, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 53.46 | 65.84 | |
| Vanilla Memory GraphModel=LLaMA-3.3-70B-Instruct, Memory Category=Graph-Based Memory Baselines2026.06 | 52.8 | 65.46 | |
| Vanilla Memory GraphModel=Qwen3-32B, Memory Category=Graph-Based Memory Baselines2026.06 | 51.45 | 64.1 | |
| MemGPTModel=LLaMA-3.3-70B-Instruct, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 51.28 | 63.44 | |
| Flat Memory ChunkModel=DeepSeek-V3, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 50.12 | 62.2 | |
| MemGPTModel=Qwen3-32B, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 49.82 | 62.09 | |
| Flat Memory ChunkModel=LLaMA-3.3-70B-Instruct, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 48.65 | 60.05 | |
| Flat Memory ChunkModel=Qwen3-32B, Memory Category=Flat-Text-Based Memory Baselines2026.06 | 47 | 59.38 | |
| Full ContextModel=DeepSeek-V3, Memory Category=Full Context2026.06 | 38.46 | 49.78 | |
| Full ContextModel=LLaMA-3.3-70B-Instruct, Memory Category=Full Context2026.06 | 37.28 | 48.34 | |
| Full ContextModel=Qwen3-32B, Memory Category=Full Context2026.06 | 35.14 | 46.52 |