Intuitively, it is plausible that the saliency feature performs quite well as it can also pick up on linguistic indicators of idiom usage that do not have anything to do with lexical cohesion.
a combination of the first three features leads to an even better performance, suggesting that the features do indeed model somewhat different aspects of the data.