Question Answering on LoCoMo Average scores
22.4F1 ScoreAriadneMem
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AriadneMem2026.07 | 22.4 | 19.43 | 26.44 | 4.67 | |
| Graphiti/ZepA-TMA=true2026.07 | 15.56 | 11.93 | 46.22 | 2.67 | |
| SeCom2026.07 | 15.23 | 11.26 | 40.28 | 3.67 | |
| A-MemA-TMA=true2026.07 | 14.64 | 11.1 | 50.13 | 3.33 | |
| A-MemA-TMA=false2026.07 | 14.11 | 10.58 | 47 | 4.33 | |
| M+2026.07 | 13.49 | 10.25 | 32.38 | 6.67 | |
| MemoryLLM2026.07 | 13.44 | 10.21 | 31.42 | 7.67 | |
| InsideOutA-TMA=true2026.07 | 13.4 | 9.51 | 35.6 | 7.67 | |
| Graphiti/ZepA-TMA=false2026.07 | 8.09 | 6.43 | 38.07 | 8 | |
| AtomMem2026.07 | 6.72 | 4.01 | 30.77 | 10.33 | |
| InsideOutA-TMA=false2026.07 | 4.32 | 3.19 | 31.32 | 10.67 | |
| Mem02026.07 | 2.96 | 2.14 | 56.85 | 8.33 |