Personalized Text Generation on Amazon Reviews Books, Movies_and_TV, and CDs_and_Vinyl 2023
0.273R-1LATTE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LATTEvariant=GRU2026.05 | 0.273 | 0.259 | 0.114 | 64 | |
| LATTEvariant=learned attention2026.05 | 0.266 | 0.252 | 0.11 | 61.4 | |
| PERSOMAtype=style2026.05 | 0.26 | 0.245 | 0.104 | 58.6 | |
| DEPtype=style static2026.05 | 0.255 | 0.24 | 0.101 | 57.4 | |
| LATTEvariant=EMA2026.05 | 0.252 | 0.235 | 0.099 | 55.8 | |
| Time decayed latent2026.05 | 0.248 | 0.231 | 0.096 | 54.9 | |
| Recent latenthistory=last 82026.05 | 0.241 | 0.223 | 0.09 | 51.8 | |
| LATTEvariant=zero2026.05 | 0.239 | 0.222 | 0.09 | 51 | |
| Static latent profile2026.05 | 0.237 | 0.219 | 0.088 | 50 | |
| Summary memory2026.05 | 0.233 | 0.214 | 0.085 | 46.2 | |
| Retrieved textK=322026.05 | 0.231 | 0.211 | 0.084 | 44.8 | |
| Retrieved textK=82026.05 | 0.224 | 0.204 | 0.079 | 41.4 | |
| Recent textK=82026.05 | 0.216 | 0.192 | 0.072 | 35.2 | |
| No personalization2026.05 | 0.199 | 0.176 | 0.057 | 27.1 |