Classification on LaMP-1 time-based split (dev)
80.9AccuracyBUMP
Evaluation Results
| Method | Links | |
|---|---|---|
| BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 80.9 | |
| Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 80.3 | |
| BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.06 | 80.1 | |
| Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.06 | 79.3 | |
| Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 78.5 | |
| Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 70.4 | |
| Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.06 | 65.2 | |
| No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.06 | 53.2 |