The proposed beam-summing algorithm achieves better compute-variance tradeoff on text and lower error on DNA compared to sequential Monte Carlo baselines

We evaluate the method on encyclopedic text and DNA against sequential Monte Carlo baselines that resample with replacement. It achieves a better compute--variance tradeoff on text and lower error at the same maximum number of particles on DNA.

http://arxiv.org/abs/2608.27428v1