MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
arXiv:2601.05488v3 Announce Type: replace
Abstract: Maintaining consistency in long-term dialogues remains a fundamental challenge for LLMs, as standard retrieval mechanisms often fail to capture the temporal evolution of historical states. While memo…