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Flow Reasoning Models: Turning Flows Into Efficient Recurrent Reasoners

Alec Helbling · Andrey Bryutkin · Mauro Martino · Duen Horng (Polo) Chau · Nima Dehmamy · Hendrik Strobelt


Paper

Flow Reasoning Models recurrent solution landscape and Sudoku-Extreme accuracy–compute frontier

FRMs shape correct solutions into stable attractors and reach EqR’s peak Sudoku-Extreme solve rate with 44× fewer inference FLOPs.


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