Long-horizon dialogue on LOCCO
99.1SRMLMF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MLMFEfficiency=10.4× speedup2026.03 | 99.1 | 56.9 | 5.1 | — | — | |
| MLMFRef=MLMF2026.03 | 99.1 | — | — | — | 56.9 | |
| Jia et al. (consistency model)Reference=[14]2026.03 | 98 | 48.25 | — | — | — | |
| Jia et al.Ref=[14]2026.03 | 98 | — | — | — | 48.25 | |
| [13]Reference=[13]2026.03 | 78.2 | — | 6.8 | — | — | |
| Hierarchical working memory systems2026.03 | — | — | — | 64.98 | — | |
| Jia et al.2026.03 | — | 48.25 | — | — | — | |
| MLMF2026.03 | — | 56.9 | 5.1 | 58.4 | — | |
| Phadke et al.2026.03 | — | — | 6.8 | — | — |