Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction
arXiv:2603.18014v2 Announce Type: replace
Abstract: Structured Outputs from current LLMs exhibit sporadic errors, hindering enterprise AI deployment. We present CONSTRUCT, a real-time uncertainty estimator that scores the trustworthiness of LLM Struct…