combinatorial-reasoning

This paper demonstrates that transformers trained on Sudoku solving traces build structured world models organized by domain constraints, and identifies a sparse, monosemantic circuit responsible for the naked-single decision rule. The work provides a fully interpretable algorithmic account of transformer reasoning on a combinatorial task.