Strategic Calibration in LLM Multi-Agent Systems: Audited Pivot Scoring for Truthful Elicitation.

arXiv:2610.33728v1 Announce Type: cross Abstract: In large language model (LLM)-based multi-agent systems, reported confidence increasingly determines the allocation of scarce downstream attention, computation, and decision influence. This makes reporting stra