Diagnosing Task Insensitivity in Language Agents.

arXiv:2606.26918v2 Announce Type: replace Abstract: Language agents select actions based on task descriptions, environmental observations, and interaction histories. We investigate whether task requirements reliably constrain these decisions when the surroundi