Episodic Recollection on LoCoMo
48F1 Score (%)Oracle Message
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Oracle Message2026.02 | 48 | 38.3 | 81 | |
| REMem-Imode=iterative, retrieval_scope=top-10 gists and facts2026.02 | 42.4 | 32.7 | 76.2 | |
| REMem-Smode=single-step, retrieval_scope=top-10 gists and facts2026.02 | 41.3 | 31.5 | 77.5 | |
| NV-Embed-v2parameters=7B2026.02 | 39.6 | 31 | 73 | |
| HippoRAG 2retrieval_scope=top-3 returned sessions2026.02 | 39 | 30.8 | 74 | |
| Full-Context2026.02 | 37.8 | 28.6 | 76.7 | |
| Qwen3-Embedparameters=8B2026.02 | 35.3 | 28.9 | 64.2 | |
| Graphitiretrieval_scope=top-10 processed chunks2026.02 | 33.7 | 28.9 | 52.5 | |
| Mem0retrieval_scope=top-10 processed chunks2026.02 | 25.1 | 18 | 49.7 |