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Regression on LaMP-3 time-based split (dev)

0.211MAERaw Hist.
0.209360.220430.23150.24257Jun 3, 2026

Evaluation results

MethodLinks
Raw Hist.User representation=No profile, Pipeline=LoRA-SFT2026.060.2110.515
BUMP+User representation=Self-sup., Pipeline=LoRA-SFT2026.060.2140.517
Direct RewardUser representation=Task-sup., Pipeline=LoRA-SFT2026.060.2180.517
Gemini-3 ProUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.060.2220.521
BUMPUser representation=Self-sup., Pipeline=LoRA-SFT2026.060.2260.523
Qwen3-4B (ZS)User representation=Zero-shot profile, Pipeline=LoRA-SFT2026.060.2360.533
Gemini-3 FlashUser representation=Zero-shot profile, Pipeline=LoRA-SFT2026.060.2390.534
No Pers.User representation=No profile, Pipeline=LoRA-SFT2026.060.2520.559