Empirical Analysis of Sampling Methods and Their Impact on Minimum Bayes-Risk Decoding Performance

The performance of minimum Bayes-risk (MBR) decoding varies significantly depending on the sampling method used to generate pseudo-references, and this variation is closely linked to how well the samples approximate the true distribution of references.