Ananya B. Sai

POOL: Propagated Uncertainty Over Lookalikes

This work instantiate this framework with p, a hybrid estimator that combines verbal confidence with spectral answer diversity computed from the negative von Neumann entropy of sampled answer embeddings, and achieves higher average AUROC than verbal confidence and sampling-based uncertainty while using half as many samples as Vn10 sampling.