Regression on LaMP-3 time-based split (dev)
0.211MAERaw Hist.
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 0.211 | 0.515 | |
| BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 0.214 | 0.517 | |
| Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.06 | 0.218 | 0.517 | |
| Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 0.222 | 0.521 | |
| BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 0.226 | 0.523 | |
| Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 0.236 | 0.533 | |
| Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 0.239 | 0.534 | |
| No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 0.252 | 0.559 |