Beyond Logprobs: A Multi-Signal Confidence Engine for LLM-Based Document Field Extraction

Nitesh Kumar

In high-stakes document processing pipelines, including financial reconciliation, compliance verification, and procurement automation, an LLM extraction that is silently wrong is m…