From Tokens to Semantics: Leveraging Complementary Signals for Hallucination Detection in Black-Box LLMs

Urja Pawar, Rajitha Ramanayake, Owen O'Neill +5

When LLMs support public-facing or high-stakes workflows, missed fabrications can harm users and institutions, while false alarms consume limited human-review capacity. When no tru…