Convergent thinking and insight problem solving relate to semantic memory network structure

•Employed network science to analyze semantic memory structures related to convergent thinking and problem-solving styles on Remote Associates Test.•High-convergent thinkers had more flexible, interconnected networks; insight solvers showed shorter path distances between concepts, controlling for accuracy.•Semantic memory organization is crucial for convergent thinking and insight problem solving, beyond accuracy.