Person understanding and persistent memory on KnowMe
53.3ScorePERSONATREE
Evaluation Results
| Method | Links | |
|---|---|---|
| PERSONATREEBackbone=GPT-5.4 Mini2026.06 | 53.3 | |
| TiMemBackbone=GPT-5.4 Mini2026.06 | 52.1 | |
| A-MEMBackbone=GPT-5.4 Mini2026.06 | 50.9 | |
| TiMemBackbone=Gemini 3 Flash2026.06 | 50.7 | |
| PERSONATREEBackbone=Gemini 3 Flash2026.06 | 50.4 | |
| Flat retrievalBackbone=GPT-5.4 Mini2026.06 | 49.9 | |
| A-MEMBackbone=Gemini 3 Flash2026.06 | 49.4 | |
| Mem0Backbone=GPT-5.4 Mini2026.06 | 49.1 | |
| Flat retrievalBackbone=Gemini 3 Flash2026.06 | 48.3 | |
| Mem0Backbone=Gemini 3 Flash2026.06 | 47.8 | |
| PERSONATREEBackbone=Qwen3-32B2026.06 | 47.6 | |
| Full historyBackbone=GPT-5.4 Mini2026.06 | 46.8 | |
| TiMemBackbone=Qwen3-32B2026.06 | 46.1 | |
| Full historyBackbone=Gemini 3 Flash2026.06 | 45.4 | |
| A-MEMBackbone=Qwen3-32B2026.06 | 44.8 | |
| Flat retrievalBackbone=Qwen3-32B2026.06 | 43.3 | |
| Mem0Backbone=Qwen3-32B2026.06 | 43.2 | |
| Full historyBackbone=Qwen3-32B2026.06 | 39.9 |