Long-context Question Answering on LoCoMo (test)
72.3LLM Score (Temporal)TRACE
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TRACEBackbone=DeepSeek-V4-Flash2026.07 | 72.3 | 55.9 | 42.5 | 60.1 | 11.6 | 8.9 | 67.1 | 40.7 | 33.6 | 75.8 | 56.2 | 51.2 | 72.5 | 50.5 | 43.5 | |
| TRACEBackbone=GPT-4o-mini2026.07 | 69.3 | 53.5 | 38.8 | 58.3 | 13.3 | 10.4 | 59.9 | 35.7 | 28 | 67.9 | 48.9 | 43.9 | 66.1 | 45.2 | 37.9 | |
| ZepBackbone=DeepSeek-V4-Flash2026.07 | 66 | 52.8 | 45 | 40.6 | 24.1 | 18.6 | 60.6 | 37.1 | 25.1 | 55.2 | 39.9 | 33.9 | 57.5 | 41.1 | 33.7 | |
| NemoriBackbone=DeepSeek-V4-Flash2026.07 | 62.1 | 52.2 | 43 | 50 | 28.4 | 20.7 | 69.3 | 40.8 | 28.6 | 73 | 49.1 | 40.1 | 68.6 | 47 | 37.4 | |
| Mem0Backbone=DeepSeek-V4-Flash2026.07 | 57.7 | 50.1 | 38.2 | 45.1 | 22.2 | 19.9 | 59.7 | 36.4 | 25.4 | 62.9 | 39.8 | 32.1 | 60.1 | 40.2 | 31.4 | |
| Full-ContextBackbone=DeepSeek-V4-Flash2026.07 | 52.4 | 34.3 | 28.2 | 47.2 | 21.3 | 17.2 | 77.5 | 44.6 | 32.3 | 88.4 | 65.8 | 59.3 | 76.4 | 52.6 | 45.2 | |
| NemoriBackbone=GPT-4o-mini2026.07 | 50.7 | 48.2 | 40.9 | 47.6 | 20.5 | 15.1 | 51 | 28.4 | 19 | 68.8 | 45.9 | 36.6 | 60.4 | 41.6 | 32.9 | |
| A-MemBackbone=GPT-4o-mini2026.07 | 49.4 | 41.3 | 35.7 | 27 | 11.3 | 9.2 | 50.3 | 25.4 | 18.7 | 58.9 | 37.9 | 31.4 | 53.3 | 34.7 | 28.6 | |
| RAGBackbone=GPT-4o-mini2026.07 | 46.2 | 37 | 31.6 | 28.9 | 10.3 | 8.4 | 39.6 | 22.1 | 15.6 | 54.7 | 36.3 | 30.4 | 48.6 | 32.2 | 26.6 | |
| A-MemBackbone=DeepSeek-V4-Flash2026.07 | 46.2 | 29.8 | 24.9 | 42 | 22.4 | 17.8 | 61 | 36.8 | 25.9 | 68.6 | 49.8 | 44.3 | 60.9 | 41.6 | 35.2 | |
| Full-ContextBackbone=GPT-4o-mini2026.07 | 43.5 | 37.9 | 33 | 44.1 | 17 | 13.4 | 70.6 | 27.4 | 21.1 | 88.1 | 45 | 33.3 | 72.8 | 38.5 | 29.7 | |
| RAGBackbone=DeepSeek-V4-Flash2026.07 | 43.5 | 30.1 | 26 | 38.5 | 20.2 | 15.7 | 40 | 27 | 16.5 | 57.4 | 41.3 | 36.3 | 50.2 | 35 | 29.3 | |
| LangMemBackbone=DeepSeek-V4-Flash2026.07 | 35.1 | 35.6 | 27.3 | 44.7 | 17 | 14 | 41.1 | 24.3 | 17 | 51.9 | 29.6 | 24 | 46 | 29.1 | 22.8 | |
| ZepBackbone=GPT-4o-mini2026.07 | 33.1 | 39 | 34.3 | 34.4 | 18.8 | 15.5 | 48 | 31.4 | 21.3 | 43.6 | 32.4 | 27.6 | 41.6 | 32.7 | 27.1 | |
| Mem0Backbone=GPT-4o-mini2026.07 | 28.8 | 36 | 33.2 | 44.4 | 23 | 18 | 49.7 | 32.3 | 22.8 | 62.4 | 39.4 | 31.3 | 51.9 | 36.4 | 29.3 | |
| LangMemBackbone=GPT-4o-mini2026.07 | 21.5 | 26.2 | 22.2 | 43.5 | 24.9 | 19.8 | 53.7 | 33.3 | 25.4 | 58.3 | 36.6 | 29.6 | 48.8 | 33.1 | 26.7 |