Quotient Recurrent Reasoners introduced with a claimed 97.9% Sudoku-extreme score

A researcher introducing Quotient Recurrent Reasoners says looped reasoning models waste computation on oscillations that do not contribute to reasoning. QRR uses gauge equivariance to define convergence in a quotient space, where those oscillations are treated as part of the same equivalence class. The researcher reports a 97.9% score on Sudoku-extreme and credits student Sumin Park for the work.