The Sirens' Song: When Proximal Background Context Overshadows Distant Evidence.

arXiv:2609.26718v1 Announce Type: cross Abstract: Long-context LLMs focus on retrieving distant evidence from extensive context, yet existing work has largely focused on overcoming distance alone. In this work, we identify the Proximity Trap, insufficient atte