Justified or Just Convincing? Error Verifiability as a Dimension of LLM Quality

Researchers introduce 'error verifiability' as a new metric to measure whether AI-generated justifications help users distinguish correct from incorrect answers. The study found that common AI improvement methods don't enhance verifiability, but two new domain-specific approaches successfully improved users' ability to assess answer correctness.