Personalized Text Generation on LaMP-4 time-based split (dev)
21ROUGE-1Raw Hist.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 21 | 19.4 | |
| Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.06 | 20 | 18.2 | |
| BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 19.9 | 18 | |
| BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 19.7 | 17.9 | |
| Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 19.5 | 17.8 | |
| Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 18.3 | 16.6 | |
| Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 18.1 | 16.4 | |
| No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 16 | 14.1 |