Temporal counting logic Kt[#] and its equivalent RASP variant C-RASP are the best-known lower bound on the expressivity of future-masked softmax transformer encoders.
Commutative N-polyregular functions can be effectively characterized and their membership is decidable. This resolves an open conjecture on the relationship between star-free N-polyregular functions and star-free Z-polyregular functions.
Transformers can express surprisingly large classes of string-to-string transductions, including first-order rational, regular, and polyregular functions, which can be simulated using variants of the RASP programming language.
The paper proves the universality of regular realizability problems for several classes of finite relations on the set of non-negative integers, where the relations are described in a specific format. The universality is shown up to reductions using NP-oracles.