Personalized Text Generation on LaMP-7 time-based split (dev)
54.2ROUGE-1Raw Hist.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 54.2 | 48.9 | |
| BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 53.6 | 48.2 | |
| Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.06 | 53.3 | 47.9 | |
| BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 53 | 47.7 | |
| Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 52.6 | 47.2 | |
| Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 52.2 | 47 | |
| Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 52 | 46.9 | |
| No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 51.1 | 46.2 |