Less Data Approximates More: Earning Faithful Confidence in High-Stakes Domains

Haokai Ma, Lee Yan Zhen, Gang Yang +4

Large language models are increasingly deployed in high-stakes domains, where confident yet incorrect inferences may cause severe real-world harm, bringing the long-overlooked issu…