Self-supervised User Profile Generation for Personalization

In three linesBUMP is a self-supervised framework generating textual user profiles for LLM personalization. Trained via GRPO on bidirectional ranking objectives (profile vs interactions, interactions vs profiles), it requires no labeled supervision. Evaluated on LaMP, BUMP matches or outperforms closed-source APIs without task labels.

Summary generated by Claude — human-verified