most citedCan We Trust LLMs? Mitigate Overconfidence Bias in LLMs through Knowledge Transfer

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cs.CL2024★ 2 cited

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…