Person understanding and persistent memory on RealPref
89.1ScorePERSONATREE
Evaluation Results
| Method | Links | |
|---|---|---|
| PERSONATREEBackbone=GPT-5.4 Mini2026.06 | 89.1 | |
| A-MEMBackbone=GPT-5.4 Mini2026.06 | 88.1 | |
| TiMemBackbone=GPT-5.4 Mini2026.06 | 87.9 | |
| Mem0Backbone=GPT-5.4 Mini2026.06 | 87 | |
| Flat retrievalBackbone=GPT-5.4 Mini2026.06 | 85.7 | |
| TiMemBackbone=Gemini 3 Flash2026.06 | 83.1 | |
| PERSONATREEBackbone=Gemini 3 Flash2026.06 | 83 | |
| Mem0Backbone=Gemini 3 Flash2026.06 | 82.7 | |
| A-MEMBackbone=Gemini 3 Flash2026.06 | 82.5 | |
| Flat retrievalBackbone=Gemini 3 Flash2026.06 | 80.6 | |
| PERSONATREEBackbone=Qwen3-32B2026.06 | 78.1 | |
| Full historyBackbone=GPT-5.4 Mini2026.06 | 77.5 | |
| TiMemBackbone=Qwen3-32B2026.06 | 76.9 | |
| A-MEMBackbone=Qwen3-32B2026.06 | 75.8 | |
| Mem0Backbone=Qwen3-32B2026.06 | 75.6 | |
| Flat retrievalBackbone=Qwen3-32B2026.06 | 73.5 | |
| Full historyBackbone=Gemini 3 Flash2026.06 | 63.5 | |
| Full historyBackbone=Qwen3-32B2026.06 | 60.1 |