Episodic Reasoning on Complex-TR
90.6F1 ScoreREMem-I
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| REMem-Imode=iterative, TISER=true2026.02 | 90.6 | 86 | 92 | |
| NV-Embed-v2Parameters=7B, TISER=true, Category=Large Embedding Models2026.02 | 88.1 | 83.6 | 88.3 | |
| REMem-Imode=iterative2026.02 | 83.3 | 77.6 | 89.6 | |
| REMem-Smode=single-step2026.02 | 78.5 | 72.7 | 82.6 | |
| HippoRAG 2Category=Structure-Augmented Memory2026.02 | 78.2 | 72.7 | 81.5 | |
| NV-Embed-v2Parameters=7B, Category=Large Embedding Models2026.02 | 77.5 | 71.9 | 80.4 | |
| Qwen3-Embed-8BCategory=Large Embedding Models2026.02 | 77.1 | 71.4 | 80.9 | |
| GraphitiCategory=Structure-Augmented Memory2026.02 | 76.6 | 71.4 | 78.8 | |
| Full-Contextmode=Full context window2026.02 | 74.2 | 68 | 81.6 | |
| Mem0Category=Structure-Augmented Memory2026.02 | 43.1 | 35.1 | 41 |