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UCR News
September 23, 2026
Making AI more trustworthy
Artificial intelligence models can give users the wrong answer and do so with great confidence. They can also hedge and warn that they are unsure — even when they get the answer right.
A study led by UC Riverside computer scientists helps explain why. Researchers found that confidence and correctness can arise from different internal features within large language models, challenging the assumption that a model’s confidence is a reliable indication of whether its answer is accurate.

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