| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Abstract generation | LongLaMP | R142.5 | 32 | |
| Personalized Writing | LongLaMP Wri | R1 Score30.79 | 16 | |
| Review Generation | LongLaMP Rev | R1 Score34.81 | 16 | |
| Abstractive Summarization | LongLaMP Abs | ROUGE-143.91 | 16 | |
| Topic generation | LongLaMP | R130.8 | 16 | |
| Personalized Topic Writing | LongLaMP | ROUGE-L23.07 | 12 | |
| Personalized Review Writing | LongLaMP | ROUGE-L27.84 | 12 | |
| Personalized Abstract Generation | LongLaMP | ROUGE-L38.92 | 12 | |
| Personalized Long-Form Generation | LONGLAMP Topic Writing (user-based) | ROUGE-10.3139 | 9 | |
| Personalized Long-Form Generation | LONGLAMP Abstract Generation (user-based split) | ROUGE-137.16 | 9 | |
| Personalized Long-Form Generation | LONGLAMP Product Review (user-based split) | ROUGE-136.63 | 9 | |
| Personalized Generation | LongLaMP Pair A Writing (test) | ROUGE-130.79 | 8 | |
| Personalized Generation | LongLaMP (Pair A) - Review (test) | ROUGE-133.03 | 8 | |
| Personalized Generation | LongLaMP (Pair A) - Abstract (test) | ROUGE-141.35 | 8 | |
| Personalized Text Generation | LongLaMP | Alignment Score74 | 7 | |
| Personalized Text Generation | LongLaMP PTW Qwen3-4B (test) | ROUGE-L21.02 | 6 | |
| Personalized Text Generation | LongLaMP PRW Qwen3-4B (test) | ROUGE-L26.68 | 6 | |
| Personalized Text Generation | LongLaMP PAG Qwen3-4B (test) | ROUGE-L37.27 | 6 | |
| Product Title Writing | LongLaMP PTW (test) | ROUGE-L22.18 | 6 | |
| Post Review Writing | LongLaMP PRW (test) | ROUGE-L27.71 | 6 | |
| Profile Attribute Generation | LongLaMP PAG (test) | ROUGE-L37.56 | 6 | |
| Personalized Text Generation | LongLaMP Average | Personalization Score29.67 | 4 | |
| Personalized Topic Writing | LongLaMP PTW | Personalization Score13.5 | 4 | |
| Personalized Review Writing | LongLaMP PRW | Personalization Score24.75 | 4 | |
| Personalized Answer Generation | LongLaMP PAG | Personalization Score51.88 | 4 |