Personalized generation on MemoryCD Books
27.8ROUGE-L ScoreLATTE GRU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LATTE GRUHistory budget=All2026.05 | 27.8 | 66.9 | |
| LATTE GRUHistory budget=642026.05 | 27.5 | — | |
| LATTE GRUHistory budget=322026.05 | 26.4 | — | |
| LATTE GRUHistory budget=162026.05 | 25.1 | — | |
| DEP style staticHistory budget=All2026.05 | 24.7 | 56.1 | |
| DEP style staticHistory budget=642026.05 | 24.6 | — | |
| DEP style staticHistory budget=322026.05 | 24.2 | — | |
| Time decayed latentHistory budget=All2026.05 | 23.9 | 54 | |
| LATTE GRUHistory budget=82026.05 | 23.9 | — | |
| Time decayed latentHistory budget=642026.05 | 23.8 | — | |
| Time decayed latentHistory budget=322026.05 | 23.5 | — | |
| DEP style staticHistory budget=162026.05 | 23.5 | — | |
| Summary memoryHistory budget=All2026.05 | 23.1 | 47.3 | |
| Summary memoryHistory budget=642026.05 | 22.9 | — | |
| Time decayed latentHistory budget=162026.05 | 22.9 | — | |
| DEP style staticHistory budget=82026.05 | 22.6 | — | |
| Summary memoryHistory budget=322026.05 | 22.5 | — | |
| Static latent profileHistory budget=642026.05 | 22.3 | — | |
| Static latent profileHistory budget=All2026.05 | 22.3 | 50 | |
| Static latent profileHistory budget=322026.05 | 22.2 | — | |
| Retrieved textHistory budget=All2026.05 | 22 | 43.6 | |
| Summary memoryHistory budget=162026.05 | 22 | — | |
| Static latent profileHistory budget=162026.05 | 22 | — | |
| Time decayed latentHistory budget=82026.05 | 22 | — | |
| Retrieved textHistory budget=642026.05 | 21.9 | — | |
| Retrieved textHistory budget=322026.05 | 21.6 | — | |
| Static latent profileHistory budget=82026.05 | 21.6 | — | |
| Summary memoryHistory budget=82026.05 | 21.3 | — | |
| Retrieved textHistory budget=162026.05 | 21.2 | — | |
| Retrieved textHistory budget=82026.05 | 20.6 | — | |
| Recent textHistory budget=All2026.05 | 20.4 | 35.1 | |
| Recent textHistory budget=642026.05 | 20.3 | — | |
| Recent textHistory budget=322026.05 | 20.1 | — | |
| Recent textHistory budget=162026.05 | 19.7 | — | |
| Recent textHistory budget=82026.05 | 19 | — |