Normative Robustness as a Frontier for Non-Verifiable Reasoning in LLMs

Elizaveta Tennant, Benjamin Henke, Anita Keshmirian +5

As LLMs increasingly serve in advisory and deliberative roles, users rely on them for non-verifiable reasoning in domains lacking objective ground truths. However, traditional eval…