Operationalized Integrity Principles (OIP): gate-based decomposed evaluation for epistemic reliability in LLM outputs
LLMs can produce outputs that are fluent, persuasive, and contextually coherent while still containing serious epistemic failures. Many failures persist because we ask evaluators (human or model) to generate an undifferentiated holistic judgment (“is this answer good?”), which collapses multiple failure modes into a single impressionistic score. My hypothesis is...
Feb 71