Comment by Grimblewald

It makes sense that allowing for things many consider to be incorrect or impossible, like through removing valence restrictions, improves prediction quality. As an example, pentavalent carbon is very much real, and so disallowing it means whatever chemical system is learned by the model is less aligned with reality. It doesn't matter if pentavalent carbon is extremely conditional to specific circumstances, many novel and interesting molecules are.