DecisionPivot: A Diagnostic Benchmark for Decision Models in LLM Systems.

arXiv:2610.28522v1 Announce Type: new Abstract: Decision models support routing, guardrails, and output verification in LLM systems. However, item accuracy alone cannot establish whether models make correct decisions across controlled variations or assign reli