Can We Trust LLMs? Mitigate Overconfidence Bias in LLMs through Knowledge Transfer

Haoyan Yang, Yixuan Wang, Xingyin Xu +2

The study explores mitigating overconfidence bias in LLMs to improve their reliability. We introduce a knowledge transfer (KT) method utilizing chain of thoughts, where "big" LLMs…