Abhigyan Pal

Improving reliability of large language models via claim-level self-verification and uncertainty calibration

It is suggested that claim-level verification produces a useful reliability signal, and that calibration is necessary to convert that signal into trustworthy confidence estimates for selective answering, and that calibration is necessary to convert that signal into trustworthy confidence estimates for selective answeri...