A combinatorial property that characterizes Cohen-Macaulay binomial edge ideals has long been elusive. A recent conjecture ties the Cohen-Macaulayness of a binomial edge ideal to special disconnecting sets of vertices of its underlying graph , called . More precisely, the conjecture states that is Cohen-Macaulay if and only if is unmixed and the collection of the cut sets of is an accessible set system. In this paper we prove the conjecture theoretically for all graphs with up to vertices and develop an algorithm that allows to computationally check the conjecture for all graphs with up to vertices and all blocks with whiskers where the block has at most vertices. This significantly extends previous computational results.

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