SAFER: Risk-Constrained Sample-then-Filter in Large Language Models

SAFER introduces a two-stage risk-constrained architecture leveraging Clopper-Pearson intervals and conformal filtering to ensure statistical validity and re...

Level: advanced

By Qingni Wang, Yue Fan, Xin Eric Wang

Category: research