Quotient Recurrent Reasoner hits 97.9% on Sudoku-Extreme with 78% fewer loops

orvieto_antonio · x · 2026-10-15

Researchers introduced the Quotient Recurrent Reasoner (QRR): symmetry-generated rotations persist while task-relevant dynamics converge faster in quotient space, allowing reasoning to finish while latent states keep moving. It reaches 97.9% on Sudoku-Extreme with 78% fewer loops than FPRM.

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