ResearchBenchmarksVisual Tic-Tac-ToeVisual Tic-Tac-ToeFollow97NeSy AccuracyLoH75.1680.8386.592.17Sep 25, 2025Evaluation resultsMethodMethodLinksNeSy AccuracySymbolic AccuracyLoHModel Architecture=DNFModel Architecture=DNF2025.099799MLLPModel Architecture=DLNModel Architecture=DLN2025.099637LoHModel Architecture=CNFModel Architecture=CNF2025.099599MLLPModel Architecture=CNFModel Architecture=CNF2025.0994—CRSModel Architecture=CNFModel Architecture=CNF2025.099297MLLPModel Architecture=NNModel Architecture=NN2025.0991—MLLPModel Architecture=DNFModel Architecture=DNF2025.0980—CRSModel Architecture=DNFModel Architecture=DNF2025.097680