Can LLMs Trust Appropriately? Evaluating Calibrated Reliance on Imperfect Partners.

arXiv:2610.34107v1 Announce Type: new Abstract: Large language models increasingly collaborate with humans and peer AI agents whose contributions may be incomplete, inconsistent, or incorrect. Effective collaboration requires calibrated trust, whereby decision