Personalized Text Generation on LaMP-5 time-based split (dev)
49.8ROUGE-1Raw Hist.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 49.8 | 44.7 | |
| BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 49.4 | 44.3 | |
| Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.06 | 49.1 | 44.2 | |
| BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 49 | 43.9 | |
| Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 48.6 | 43.7 | |
| Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 46.5 | 42.9 | |
| Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 46.3 | 42.5 | |
| No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 44.1 | 40.9 |